Data reuse in the Social Sciences and Humanities: Project report of the SWITCH Innovation Lab “Repositories & Data Quality”
This analysis was performed during a project of the SWITCH Innovation Lab “Repositories & Data Quality”, a project that ran from October 2020 until February 2021 as a collaboration between SWITCH and ZHAW Zurich University of Applied Sciences. The final report can be found here: https://doi.org/10.21256/zhaw-2404
The data is published on zenodo (doi 10.5281/zenodo.4609834)
All variables are categorical and are either single response or multiple response variables. For more details, please refer to the report.
The variable source was a free-text-field, in which participants often specified several items. For analysis including the source column, we duplicated the lines in the following way:
Kind 1 | Source 1a, Source 1b, Source 1c | Purpose 1
Is transformed to:
Kind 1 | Source 1a | Purpose 1
Kind 1 | Source 1b | Purpose 1
Kind 1 | Source 1c | Purpose 1
Test overview
library(tidyverse)
## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──
## ✓ ggplot2 3.3.3 ✓ purrr 0.3.4
## ✓ tibble 3.1.0 ✓ dplyr 1.0.5
## ✓ tidyr 1.1.3 ✓ stringr 1.4.0
## ✓ readr 1.4.0 ✓ forcats 0.5.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
library(zen4R)
library(readxl)
library(MRCV)
library(viridis)
## Loading required package: viridisLite
library(kableExtra)
##
## Attaching package: 'kableExtra'
## The following object is masked from 'package:dplyr':
##
## group_rows
# load own functions
source("code/misc_functions.R")
source("code/data_cleaning_functions.R")
source("code/plot_functions.R")
source("code/analysis_functions.R")
source("code/create_dummies_functions.R")
# file locations
DATA_DIR <- "data/" # required data
ZEN_DATA_DIR <- "data_zen/" # data from zenodo
PLOT_DIR <- "plots/" # plots
RES_DIR <- "results/" # results
DICT_SOURCES <- ZEN_DATA_DIR %+% "DictionarySources.xlsx"
DICT_FIELDS <- DATA_DIR %+% "DictionaryFields.xlsx"
DICT_KINDS <- DATA_DIR %+% "DictionaryKind.xlsx"
DICT_PURPOSES <- DATA_DIR %+% "DictionaryPurpose.xlsx"
DICT_CRITERIA <- DATA_DIR %+% "DictionaryCriteria.xlsx"
STAT_TESTS <- DATA_DIR %+% "stat_tests.xlsx"
# create directories if they do not exist
if (!file.exists(PLOT_DIR)){
dir.create(PLOT_DIR)
}
if(!file.exists(RES_DIR)) {
dir.create(RES_DIR)
}
if(!file.exists(ZEN_DATA_DIR)) {
dir.create(ZEN_DATA_DIR)
}
We used the package redcapAPI to load the data set directly from REDCap and performed some anonymization and published the dataset on zenodo. This dataset can be loaded directly from zenodo:
if (params$download_from_zenodo) {
download_zenodo("10.5281/zenodo.4609834", path="./" %+% ZEN_DATA_DIR)
}
## [zen4R][INFO] ZenodoRecord - Download in sequential mode
## [zen4R][INFO] ZenodoRecord - Will download 5 files from record '4609834' (doi: '10.5281/zenodo.4609834') - total size: 691.8 KiB
## [zen4R][INFO] Downloading file 'DictionarySources.xlsx' - size: 62 KiB
## [zen4R][INFO] Downloading file 'survey_results.csv' - size: 130.9 KiB
## [zen4R][INFO] Downloading file 'survey_results.rds' - size: 27.7 KiB
## [zen4R][INFO] Downloading file 'SWITCH_Innovation-Lab_Questionnaire.pdf' - size: 467 KiB
## [zen4R][INFO] Downloading file 'SWITCH_Innovation-Lab_ReadMe.txt' - size: 4.1 KiB
## [zen4R][INFO] Files downloaded at '/Users/klav/work/SWITCH-Innovation-Lab-Repositories-Data-Quality/data_zen'.
## [zen4R][INFO] ZenodoRecord - Verifying file integrity...
## [zen4R][INFO] File 'DictionarySources.xlsx': integrity verified (md5sum: a3c077fb25583f979babe1883a9c7066)
## [zen4R][INFO] File 'survey_results.csv': integrity verified (md5sum: 952ca07f0e23d4751382db95ddd1ef82)
## [zen4R][INFO] File 'survey_results.rds': integrity verified (md5sum: 9a47e245308b8d433fd90b51739b2a54)
## [zen4R][INFO] File 'SWITCH_Innovation-Lab_Questionnaire.pdf': integrity verified (md5sum: 46835506a5733a428c50176e10f7808a)
## [zen4R][INFO] File 'SWITCH_Innovation-Lab_ReadMe.txt': integrity verified (md5sum: 1fc471fbfb17fae1fd530b81936463a1)
## [zen4R][INFO] ZenodoRecord - End of download
Read all the data and additional files for text normalization and labels
df <- readRDS(ZEN_DATA_DIR %+% "survey_results.rds") %>%
## filter out incomplete records
filter(survey_switch_innovation_lab_2020_complete == "Complete")
# read list for statistical tests
df_tests <- readxl::read_excel(STAT_TESTS)
# read lookup tables
df_fields_lookup <- readxl::read_excel(DICT_FIELDS, "researchfield")
df_fields_categories_lookup <- readxl::read_excel(DICT_FIELDS, "field_category")
df_categories_lookup <- readxl::read_excel(DICT_FIELDS, "field_category")
df_categories_labels <- readxl::read_excel(DICT_FIELDS, "category")
df_kind_lookup <- readxl::read_excel(DICT_KINDS, "kind")
df_purpose_lookup <- readxl::read_excel(DICT_PURPOSES, "purpose")
df_criteria_lookup <- readxl::read_excel(DICT_CRITERIA, "criteria")
df_sources_lookup <- readxl::read_excel(DICT_SOURCES, "Tabelle2") %>%
select(raw, key) %>%
mutate(raw = str_to_lower(raw),
raw = str_trim(raw),
raw =str_replace_all(raw, "[^a-zA-Z0-9\\.;: , :blank:/]", "_"),
key = str_to_upper(key)) %>%
filter(!is.na(raw))
df_sources_categories_lookup <- readxl::read_excel(DICT_SOURCES, "Tabelle1")
Data cleaning involves mostly normalizing text variables and replacing them with keys.
## cleaning the data
df <- df %>%
mutate_at(vars(starts_with("researchfield_")), normalize_text, df_fields_lookup) %>%
mutate_at(vars(starts_with("kind_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("kind_")), normalize_text, df_kind_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("criteria_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("criteria_")), normalize_text, df_criteria_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("purpose_")), str_replace_all, "\\(.*\\)", "") %>%
mutate_at(vars(starts_with("purpose_")), normalize_text, df_purpose_lookup %>% select(raw, key))%>%
mutate_at(vars(starts_with("purpose_")), str_replace_all, "\\(.*\\)", "_") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("Théâtres de société: rayonnement du répertoire français entre 1700 et 1799"), "THDS") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("Einkommensdaten der IK"), "EINKIK") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, "[^a-zA-Z0-9\\.;: , :blank:/]", "_") %>%
mutate_at(vars(starts_with("source_")), normalize_text, df_sources_lookup %>% select(raw, key)) %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("different sources like "), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("z.b. via datenbanken _z.b. "), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" et "), ",") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" oder "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" and "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_gk"), "") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("/"), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_en fait"), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("u.a."), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("_"), "")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" wie "), ",")%>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(";"), ",") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("thds"), "THDS") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed("einkik"), "EINKIK") %>%
mutate_at(vars(starts_with("source_")), str_replace_all, fixed(" "), ",") %>%
mutate_at(vars(starts_with("source_")), str_trim)
Some additional variables used later.
# just for plotting
example_margin <- unit(c(15,5,5,30), "pt")
# just to get the right order for the factor experience
experience_levels <- c("0-5 years", "6-15 years", "16-30 years", "31+ years")
# use only the most common data sources
relevant_sources <- c("FORS","BFS" ,"LIT", "ESS", "DATAOWN", "GESIS", "DATABASELIT", "DATAOTHER", "DATAGOVE", "SURVEY")
After analyzing the responses towards the used data sources, we decided to focus on the 10 most often cited sources. These are given in the variable relevant_sources FORS, BFS, LIT, ESS, DATAOWN, GESIS, DATABASELIT, DATAOTHER, DATAGOVE, SURVEY
Absolute count
g_institutions <-df %>% ggplot(aes(x=institution)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Institution") + ylab("Count") + ##ggtitle("Distribution of institutions") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_institutions, "doc.por", c("institution", "barplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/institution_barplot_count_alpha.png"
g_institutions
Relative count
g_institutions_perc <-df %>% ggplot(aes(x=institution, y=(..count..)/sum(..count..))) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat((..count..)/sum(..count..)) + max(after_stat((..count..)/sum(..count..)))/10, label=scales::percent(after_stat((..count..)/sum(..count..)))), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0), labels = scales::percent_format(accuracy = 1)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Institution") + ylab("Percentage") + #ggtitle("Relative distribution of institutions") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_institutions_perc, "doc.por", c("institution", "barplot", "perc", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/institution_barplot_perc_alpha.png"
g_institutions_perc
g_experience <- df %>%
mutate(experience = factor(experience, levels= experience_levels,labels = experience_levels))%>%
ggplot(aes(x=experience)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
scale_y_continuous(expand = c(0,0)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
xlab("Experience") + ylab("Count") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE)
SavePlot(g_experience, "doc.por", c("experience", "barplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/experience_barplot_count_alpha.png"
g_experience
Create a dataframe that contains only researchfield-variables and the record_id
df_field <- select_two_variables(df, "researchfield", additional_to_keep = "record_id", remove_other = TRUE)
df_field
Frequency of researchfields
researchfield_factorlevelslabels <- create_lookup_vector(df_fields_categories_lookup, "key", "label", arrange_by_size = FALSE)
researchcategory_factorlevelslabels <- create_lookup_vector(df_categories_labels, "key", "label", arrange_by_size = FALSE)
df_field_long <- create_product_df(df_field, var1="researchfield", id_var = "record_id", sep1 = "|") %>%
mutate(researchcategory = factor(normalize_text(researchfield, df_categories_lookup, pattern = "key", replacement = "category"),
labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
)
g_researchfields <- df_field_long %>% ggplot(aes(x=fct_infreq(researchfield), fill = researchcategory)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
facet_wrap(vars(fct_infreq(researchcategory)), strip.position = "bottom", scales = "free_x", nrow=1) +
scale_y_continuous(expand=c(0,0)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
xlab("Research field") + ylab("Count") + ##ggtitle("Distribution of research fields") +
theme_zhaw(base_size = 7, panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category") +
theme(plot.margin = unit(c(15,5,5,30), "pt"), legend.position = "bottom")
SavePlot(g_researchfields, "doc.por", c("researchfield", "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/researchfield_barplot_count_freq.png"
g_researchfields
g_researchfields <-df_field_long %>% ggplot(aes(x=fct_infreq(researchfield), fill = researchcategory)) +
geom_bar(stat = "count") +
geom_text(stat='count', aes(y = after_stat(count) + max(after_stat(count))/10, label=after_stat(count)), vjust=2.5, size=2.5) +
facet_wrap(vars(fct_infreq(researchcategory)), strip.position = "bottom", scales = "free_x", nrow=1) +
scale_y_continuous(expand=c(0,0)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
xlab("Research field") + ylab("Count") + ##ggtitle("Distribution of research fields") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category") +
theme(plot.margin = unit(c(15,5,5,30), "pt"))
SavePlot(g_researchfields, "doc.por", c("researchfield", "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/researchfield_barplot_count_freq.png"
g_researchfields
The same as percentages
g_researchfields_perc <- df_field_long %>%
ggplot(aes(x=researchfield, y=(..count..)/sum(..count..), fill = researchcategory)) +
geom_bar(stat = "count", position ="dodge2") +
geom_text(stat='count', aes(y = after_stat((..count..)/sum(..count..)) + max(after_stat((..count..)/sum(..count..)))/10,
label=scales::percent(after_stat((..count..)/sum(..count..)))), vjust=3, size=2, angle=45) +
facet_wrap(vars(researchcategory), strip.position = "bottom", scales = "free_x", nrow=1) +
xlab("Research field") + ylab("Percentage") + ##ggtitle("Relative distribution of research fields") +
theme_zhaw(panel.grid.major.x.blank = TRUE, keep_ticks = TRUE) +
scale_y_continuous(expand = c(0,0), labels = scales::percent_format(accuracy = 1)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
theme(strip.placement = "outside", strip.background = element_blank(), strip.text = element_blank()) +
scale_fill_viridis(discrete = TRUE, name = "Researchfield Category")
SavePlot(g_researchfields_perc, "doc.por", c("researchfield", "barplot", "perc", "freq"), rootdir = PLOT_DIR)
## [1] "plots/researchfield_barplot_perc_freq.png"
g_researchfields_perc
df_fields_other_freq <- df %>% filter(!is.na(researchfield_other)) %>%
select(Researchfield=researchfield_other) %>%
mutate(Researchfield=str_to_sentence(Researchfield)) %>%
group_by(Researchfield) %>%
summarise(Frequency = n()) %>%
ungroup()
df_fields_other_freq
df_fields_other_freq %>% write.csv2("plots/other_fields.csv", row.names = FALSE)
df_fields_other <- df %>%
filter(!is.na(researchfield_other)) %>%
select(researchfield_other, starts_with("researchfield__"), -researchfield___18)
df_fields_other %>%
mutate(combined_with = unite(df_fields_other %>% select(-researchfield_other),
temp, sep="-", na.rm=T) %>% pull(temp)) %>%
select(-starts_with("researchfield___")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "(-)+", "-")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "^-", "")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, "-$", "")) %>%
mutate(combined_with = stringr::str_replace_all(combined_with, fixed("-"), "---")) %>%
arrange(researchfield_other) %>%
kable()
| researchfield_other | combined_with |
|---|---|
| berufsbildung | psychology |
| demography | sociology |
| digital humanities | |
| digital humanities | theology |
| digital humanities | linguistics |
| digital humanities | art |
| forschungsmanagement | linguistics |
| geschlechterforschung | |
| humanités numériques / digital humanities | art—history |
| kriminologie | sociology |
| management | |
| medizin | psychology |
| méthodologie | psychology |
| migration | |
| nachhaltigskeitsstudien; afrika-studien | ethnology—health—history |
| production of official statistcs at fso | |
| public management, e-government | |
| raumplanung | |
| social epidemiology | health—sociology |
| sportwissenschaft | education—health—psychology |
| sportwissenschaft | |
| statistics | economics |
| statistics for social sciences | |
| survey methodology | politics—psychology |
| umweltwissenschaften | economics |
| umweltwissenschaften | |
| urban planning | politics |
| verkehrsplanung |
There are 28 other research fields.
Distribution of how many research field selections occur in one record
df_field_long %>% distinct(record_id, .keep_all=TRUE) %>% group_by(n_var1) %>% summarize(count = n()) %>%
kable(col.names = c("Number of selections", "Count"))
| Number of selections | Count |
|---|---|
| 1 | 187 |
| 2 | 51 |
| 3 | 15 |
| 4 | 6 |
| 6 | 1 |
df_field_long %>% distinct(record_id, .keep_all=TRUE) %>% ggplot(aes(x=n_var1)) +
geom_histogram() +
xlab("Number of selections") + ylab("Count") +
theme_zhaw(base_size = 10)
Distribution of how many research category selections occur in one record
df_field_long %>% count(record_id, researchcategory) %>% group_by(n) %>% summarize(count = n())%>%
kable(col.names = c("Number of selections", "Count"))
| Number of selections | Count |
|---|---|
| 1 | 309 |
| 2 | 20 |
| 3 | 5 |
df_field_long %>% count(record_id, researchcategory) %>% group_by(n) %>%
ggplot(aes(x=n)) + geom_histogram() +
theme_zhaw()
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Researchfield combinations
df_combinations <- df_field %>%
select(-record_id) %>%
unite("researchfield", sep="-", na.rm=TRUE) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "(-)+", "-")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "^-", "")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, "-$", "")) %>%
mutate(researchfield = stringr::str_replace_all(researchfield, fixed("-"), "---"))
df_combinations %>% group_by(researchfield) %>%
summarize(count = n()) %>%
ungroup() %>%
arrange(desc(count)) %>%
kable() %>%
kable_styling()
| researchfield | count |
|---|---|
| sociology | 52 |
| politics | 23 |
| education | 22 |
| economics | 20 |
| psychology | 19 |
| other | 11 |
| art | 6 |
| health | 6 |
| literature | 6 |
| media_comm | 6 |
| education—sociology | 5 |
| ethnology—sociology | 4 |
| health—sociology | 4 |
| history | 4 |
| linguistics | 4 |
| archaeology | 3 |
| education—psychology | 3 |
| health—psychology | 3 |
| psychology—other | 3 |
| economics—other | 2 |
| economics—politics | 2 |
| linguistics—other | 2 |
| politics—sociology | 2 |
| sociology—other | 2 |
| theology | 2 |
| archaeology—history—theology | 1 |
| archaeology—literature—sociology | 1 |
| architecture—geography—history | 1 |
| art—history—other | 1 |
| art—literature | 1 |
| art—other | 1 |
| economics—education—psychology | 1 |
| economics—geography—politics | 1 |
| economics—geography—politics—sociology | 1 |
| economics—health | 1 |
| economics—politics—psychology | 1 |
| economics—psychology | 1 |
| education—ethnology—linguistics—media_comm—politics—sociology | 1 |
| education—health | 1 |
| education—health—politics—sociology | 1 |
| education—health—psychology—other | 1 |
| education—history | 1 |
| education—linguistics | 1 |
| education—politics | 1 |
| education—politics—sociology | 1 |
| ethnology | 1 |
| ethnology—health—history—other | 1 |
| ethnology—health—psychology—sociology | 1 |
| ethnology—law—sociology | 1 |
| geography | 1 |
| geography—sociology | 1 |
| health—psychology—sociology | 1 |
| health—sociology—other | 1 |
| history—law | 1 |
| history—literature | 1 |
| history—politics—sociology | 1 |
| history—sociology | 1 |
| history—theology | 1 |
| law | 1 |
| linguistics—literature | 1 |
| linguistics—literature—philosophy | 1 |
| linguistics—literature—philosophy—theology | 1 |
| media_comm—psychology | 1 |
| politics—other | 1 |
| politics—psychology—other | 1 |
| politics—psychology—sociology | 1 |
| psychology—sociology | 1 |
| psychology—theology | 1 |
| theology—other | 1 |
There are 69 combinations of research fields.
var <- "kind"
df_var <- select_two_variables(df, var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/kind_barplot_count_freq.png"
SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/kind_barplot_perc_alpha.png"
g_var
g_var_perc
var <- "purpose"
df_var <- select_two_variables(df, var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/purpose_barplot_count_freq.png"
SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/purpose_barplot_perc_alpha.png"
g_var
g_var_perc
var <- "criteria"
df_var <- select_two_variables(df %>% select(-criteriaother), var, var, additional_to_keep = "record_id", remove_other = TRUE)
v_factorlvelslabels <- create_lookup_vector(eval(sym("df_" %+% var %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_var_long <- create_product_df(df_var, var1 = var, id_var = "record_id", sep1 = "|") %>% filter(!!sym(var) != "NA") %>%
mutate(!!var := factor(.data[[var]], labels(v_factorlvelslabels), labels = v_factorlvelslabels))
g_var <- plot_distribution(df_var_long, var, add_title = params$add_plot_title, x_label_angle = 45)
g_var_perc <- plot_distribution(df_var_long, var, scale_count = FALSE, add_title = params$add_plot_title, x_label_angle = 45)
SavePlot(g_var, "doc.por", c(var, "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/criteria_barplot_count_freq.png"
SavePlot(g_var_perc, "doc.por", c(var, "barplot", "perc", "freq"), rootdir = PLOT_DIR)
## [1] "plots/criteria_barplot_perc_freq.png"
g_var
g_var_perc
df_sources <- select_two_variables(df, "source_shazam", additional_to_keep = "record_id", remove_other = TRUE)
df_sources$sources <- unite(df_sources %>% select(-record_id), "sources", sep =",") %>% pull(sources)
cat_sources_factorlevels <- c("subjectspecific-ind", "subjectspecific-col", "generic", "other")
cat_sources_factorlabels <- c("Subjectspecific (ind.)", "Subjectspecific (col.)", "Generic", "Other")
df_sources_long <- create_product_df(df_sources, "sources", sep1=",") %>% filter(sources != "NA") %>%
mutate(sources = str_trim(sources)) %>%
mutate(sources_hl = word(sources, 1, sep="\\."),
cat_sources = factor(normalize_text(str_to_lower(sources), df_sources_categories_lookup, pattern="key", replacement = "categorization2"),
cat_sources_factorlevels, labels = cat_sources_factorlabels)) %>%
mutate(sources = as.factor(sources), sources_hl = as.factor(sources_hl))
# check that sources are correct
m <- df_sources_long$sources %ni% df_sources_lookup$key
sum(m)
## [1] 0
df_sources_long %>% filter(m) %>% pull(sources)
## factor(0)
## 249 Levels: ACAD ADDHEALTH AEA AEA.AER AGD ANES ANFP ARCHIVE ARE.NPVM ... WVS
setdiff(df_sources_lookup$key, str_to_upper(df_sources_categories_lookup$key))
## character(0)
## only LIT allowed, because we did not give the key LIT in the sources, only as the higher level category
setdiff(str_to_upper(df_sources_categories_lookup$key), df_sources_lookup$key)
## [1] "LIT"
Number of sources that could not be associated with a key: FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE. 0 is expected, if the normalization is complete.
g_sources <- df_sources_long %>%
filter(sources_hl %in% relevant_sources) %>%
mutate(sources_hl = normalize_text(str_to_lower(sources_hl), df_sources_categories_lookup, pattern = "key", replacement = "label_en")) %>%
plot_distribution("sources_hl", x_lab="Sources", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title)
SavePlot(g_sources, "doc.por", c("sources-highlevel", "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/sources-highlevel_barplot_count_freq.png"
# ordered by frequency
g_sources_cat1 <- df_sources_long %>%
filter(!is.na(cat_sources)) %>%
plot_distribution("cat_sources", x_lab="Source categories", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title)
SavePlot(g_sources_cat1, "doc.por", c("sources-cat", "barplot", "count", "freq"), rootdir = PLOT_DIR)
## [1] "plots/sources-cat_barplot_count_freq.png"
# ordered by level
g_sources_cat12 <- df_sources_long %>%
filter(!is.na(cat_sources)) %>%
plot_distribution("cat_sources", x_lab="Source categories", gg_title = "Distribution of Sources", x_label_angle = 45, add_title = params$add_plot_title, order_freq = FALSE)
SavePlot(g_sources_cat12, "doc.por", c("sources-cat", "barplot", "count", "level"), rootdir = PLOT_DIR)
## [1] "plots/sources-cat_barplot_count_level.png"
g_sources
g_sources_cat1
g_sources_cat12
var1 <- "researchfield"
var2 <- "criteria"
## Preparation of the dataset
df_field_criteria <- create_product_df(df%>% select(-criteriaother), var1=var1, var2=var2)
df_field_criteria$researchcategory <- normalize_text(df_field_criteria$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_criteria <- df_field_criteria %>% select(record_id, researchcategory, criteria)
df_field_criteria_freq <- df_field_criteria %>%
group_by(researchcategory, researchfield, criteria) %>%
summarise(n = n()) %>%
ungroup %>% filter(criteria != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
)
## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.
df_field_criteria_freq <- df_field_criteria %>%
group_by(researchcategory, researchfield, criteria) %>%
summarise(n = n()) %>%
ungroup %>% filter(criteria != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
)
## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.
n_min <- min(df_field_criteria_freq$n, na.rm=T)
n_max <- max(df_field_criteria_freq$n, na.rm=T)
g_ballon <- df_field_criteria_freq %>%
mutate(criteria = normalize_text(criteria, df_criteria_lookup, pattern = "key", replacement = "label")) %>%
ggplot(aes(x=criteria, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
scale_x_discrete(guide = guide_axis(angle=45)) +
ylab("Research field") + xlab("Criteria") + ##ggtitle("Research field vs. Criteria") +
theme_zhaw(base_size=7.5)
SavePlot(g_ballon, "custom", c("researchfield-criteria", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR, width=16, height=12, unit="cm")
## [1] "plots/researchfield-criteria_balloonplot_count_alpha.png"
g_ballon
var1 <- "researchfield"
var2 <- "data_reuse"
var_cat <- "researchcategory"
df_field_data_reuse <- create_product_df(df, var1=var1, var2=var2)
df_field_data_reuse$researchcategory <- normalize_text(df_field_data_reuse$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_data_reuse <- df_field_data_reuse %>% select(record_id, researchcategory, data_reuse)
df_field_data_reuse_freq <- df_field_data_reuse %>%
group_by(researchcategory, researchfield, data_reuse) %>%
summarise(n = n()) %>%
ungroup %>% filter(data_reuse != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels)
)
## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.
n_min <- min(df_field_data_reuse_freq$n, na.rm=T)
n_max <- max(df_field_data_reuse_freq$n, na.rm=T)
g_ballon <- df_field_data_reuse_freq %>%
ggplot(aes(x=data_reuse, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Research field") + xlab("Data re-use") + ##ggtitle("Research field vs. Data re-use") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c("researchfield-data_reuse", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/researchfield-data_reuse_balloonplot_count_alpha.png"
g_ballon
var1 <- "researchfield"
var2 <- "kind"
var_cat <- "researchcategory"
df_field_kind <- create_product_df(df, var1=var1, var2=var2)
df_field_kind$researchcategory <- normalize_text(df_field_kind$researchfield, df_fields_categories_lookup, pattern="key", replacement = "category")
df_category_kind <- df_field_kind %>% select(record_id, researchcategory, kind)
v_kind_factorlevelslabels <- create_lookup_vector(eval(sym("df_" %+% "kind" %+% "_lookup")), "key", "label", arrange_by_size = FALSE)
df_field_kind_freq <- df_field_kind %>%
group_by(researchcategory, researchfield, kind) %>%
summarise(n = n()) %>%
ungroup %>% filter(kind != "") %>%
mutate(researchcategory = factor(researchcategory, labels(researchcategory_factorlevelslabels), labels = researchcategory_factorlevelslabels),
researchfield = factor(researchfield, labels(researchfield_factorlevelslabels), labels = researchfield_factorlevelslabels),
kind = factor(kind, labels(v_kind_factorlevelslabels), labels = v_kind_factorlevelslabels))
## `summarise()` has grouped output by 'researchcategory', 'researchfield'. You can override using the `.groups` argument.
n_min <- min(df_field_kind_freq$n, na.rm=T)
n_max <- max(df_field_kind_freq$n, na.rm=T)
g_ballon <- df_field_kind_freq %>%
ggplot(aes(x=kind, y=researchfield, size=n, colour=researchcategory)) +
geom_point() +
scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
scale_x_discrete(limits=v_kind_factorlevelslabels, guide = guide_axis(angle=45)) +
scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Research field") + xlab("Kind of source") + ##ggtitle("Research field vs. Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c("researchfield-kind", "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/researchfield-kind_balloonplot_count_alpha.png"
g_ballon
var1 <- "kind"
var2 <- "source"
relevant_sources
## [1] "FORS" "BFS" "LIT" "ESS" "DATAOWN"
## [6] "GESIS" "DATABASELIT" "DATAOTHER" "DATAGOVE" "SURVEY"
sources_levels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(key) %>% str_to_upper
sources_labels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(label_en)
df_cross <- df %>%
create_product_df(var1=var1, var2=var2) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
filter(source %in% relevant_sources) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(!!var1 := factor(!!sym(var1), levels = labels(v_kind_factorlevelslabels), labels = v_kind_factorlevelslabels),
!!var2 := factor(!!sym(var2), levels = sources_levels, labels = sources_labels),
source_cat := factor(source_cat, levels = cat_sources_factorlevels, labels = cat_sources_factorlabels))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab("Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})
## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.
## [[1]]
##
## [[2]]
var1 <- "purpose"
var2 <- "source"
relevant_sources
## [1] "FORS" "BFS" "LIT" "ESS" "DATAOWN"
## [6] "GESIS" "DATABASELIT" "DATAOTHER" "DATAGOVE" "SURVEY"
sources_levels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(key) %>% str_to_upper
sources_labels <- df_sources_categories_lookup %>% filter(str_to_upper(key) %in% relevant_sources) %>% pull(label_en)
purpose_levels <- df_purpose_lookup %>% pull(key)
purpose_labels <- df_purpose_lookup %>% pull(label)
df_cross <- df %>%
create_product_df(var1=var1, var2=var2) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
filter(source %in% relevant_sources) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(!!var1 := factor(!!sym(var1), levels = purpose_levels, labels = purpose_labels),
!!var2 := factor(!!sym(var2), levels = sources_levels, labels = sources_labels),
source_cat := factor(source_cat, levels = cat_sources_factorlevels, labels = cat_sources_factorlabels))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
scale_x_discrete(guide = guide_axis(angle = 45)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})
## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.
## [[1]]
##
## [[2]]
### Kind x experience
var1 <- "kind"
var2 <- "experience"
df_cross <- create_product_df(df, var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := factor(!!sym(var1), levels=labels(v_kind_factorlevelslabels), labels=v_kind_factorlevelslabels),
!!var2 := factor(!!sym(var2), levels=experience_levels, labels=experience_levels))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
## `summarise()` has grouped output by 'kind'. You can override using the `.groups` argument.
n_min <- min(df_cross$n, na.rm=T)
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
n_max <- max(df_cross$n, na.rm=T)
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab("Kind of source") +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/kind-experience_balloonplot_count_alpha.png"
g_ballon
var1 <- "experience"
var2 <- "source"
df_cross <- create_product_df(df, var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)),
source_cat := as.factor(source_cat))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
n_min <- min(df_cross_freq$n, na.rm=T)
n_max <- max(df_cross_freq$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})
## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.
## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.
## [[1]]
##
## [[2]]
var1 <- "purpose"
var2 <- "kind"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
calculate_chi2(df_cross, var1, var2) %>% kable()
## Warning in write.csv2(df_chi2, "plots/chi2_" %+% var1 %+% "-" %+% var2 %+% :
## attempt to set 'append' ignored
## Warning in write.csv2(df_chi2, "plots/chi2_all.csv", append = TRUE, row.names =
## FALSE): attempt to set 'append' ignored
| sample | n | Xsquared | p |
|---|---|---|---|
| all - purpose x kind | 677 | 12.16101 | 0.9070465 |
| singles purpose x kind | 72 | 18.97847 | 0.4307846 |
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.
n_min <- min(df_cross$n, na.rm=T)
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
n_max <- max(df_cross$n, na.rm=T)
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/purpose-kind_balloonplot_count_alpha.png"
g_ballon
var1 <- "purpose"
var2 <- "criteria"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
## `summarise()` has grouped output by 'purpose'. You can override using the `.groups` argument.
n_min <- min(df_cross$n, na.rm=T)
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
n_max <- max(df_cross$n, na.rm=T)
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/purpose-criteria_balloonplot_count_alpha.png"
g_ballon
var1 <- "criteria"
var2 <- "kind"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)))
df_cross_freq <- df_cross %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup
## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.
n_min <- min(df_cross$n, na.rm=T)
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
n_max <- max(df_cross$n, na.rm=T)
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
# scale_y_discrete(limits=rev(researchfield_factorlevelslabels)) +
# scale_colour_viridis(discrete = TRUE, name = "Researchfield Category") +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) + ##ggtitle(str_to_sentence(var1) %+% " vs. " %+% str_to_sentence(var2)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/criteria-kind_balloonplot_count_alpha.png"
g_ballon
var1 <- "criteria"
var2 <- "source"
df_cross <- create_product_df(df %>% select(-criteriaother), var1=var1, var2=var2) %>%
filter(!is.na(!!sym(var1))) %>%
filter(!is.na(!!sym(var2))) %>%
filter(!!sym(var1) != "") %>%
filter(!!sym(var2) != "") %>%
filter(!!sym(var1)!= "NA") %>%
filter(!!sym(var2) != "NA") %>%
mutate(source_cat = normalize_text(source, lookup_table = df_sources_categories_lookup, pattern = "key", replacement="categorization2")) %>%
mutate(source = word(source, 1, sep="\\.")) %>%
mutate(!!var1 := as.factor(!!sym(var1)),
!!var2 := as.factor(!!sym(var2)),
source_cat := as.factor(source_cat))
lapply(c(var2, "source_cat"), function(var2) {
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup %>%
arrange(n)
n_min <- min(df_cross$n, na.rm=T)
n_max <- max(df_cross$n, na.rm=T)
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab(str_to_sentence(var2)) + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
g_ballon
})
## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
## `summarise()` has grouped output by 'criteria'. You can override using the `.groups` argument.
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
## [[1]]
##
## [[2]]
var1 <- "experience"
var2 <- "data_reuse"
df_cross <- df %>% select(record_id, experience, data_reuse)
calculate_chi2(df_cross, var1, var2) %>% kable()
## Warning in write.csv2(df_chi2, "plots/chi2_" %+% var1 %+% "-" %+% var2 %+% :
## attempt to set 'append' ignored
## Warning in write.csv2(df_chi2, "plots/chi2_all.csv", append = TRUE, row.names =
## FALSE): attempt to set 'append' ignored
| sample | n | Xsquared | p |
|---|---|---|---|
| all - experience x data_reuse | 260 | 9.766977 | 0.0139930 |
| singles experience x data_reuse | 260 | 9.766977 | 0.0214893 |
df_cross_freq <- df_cross %>%
filter(!is.na(!!sym(var2))) %>%
group_by(!!sym(var1), !!sym(var2)) %>%
summarise(n = n()) %>%
ungroup %>%
arrange(n)
## `summarise()` has grouped output by 'experience'. You can override using the `.groups` argument.
n_min <- min(df_cross$n, na.rm=T)
## Warning in min(df_cross$n, na.rm = T): no non-missing arguments to min;
## returning Inf
n_max <- max(df_cross$n, na.rm=T)
## Warning in max(df_cross$n, na.rm = T): no non-missing arguments to max;
## returning -Inf
g_ballon <- df_cross_freq %>%
ggplot(aes(x=!!sym(var1), y=!!sym(var2), size=n)) +
geom_point() +
scale_size(name = "Count", breaks = c(1,8,16,24,37)) +
ylab("Data reuse") + xlab(str_to_sentence(var1)) +
theme_zhaw(base_size=8)
SavePlot(g_ballon, "doc.por", c(var1 %+% "-" %+% var2, "balloonplot", "count", "alpha"), rootdir = PLOT_DIR)
## [1] "plots/experience-data_reuse_balloonplot_count_alpha.png"
g_ballon
# Example combination for one pair of questions
# Setting params$perform_all_tests to FALSE, if you want to run the test for a specific combination
var1 <- "purpose"
var2 <- "source"
#var2 <- "data_reuse"
var1_type <- "shazam"
var2_type <- "shazam_multiple"
#var2_type <- "single"
# bon or boot for bonferroni or bootstrap test
test_type <- "bon"
df_tests_mrcv <- df_tests %>% filter(test == "mrcv") %>%
## ignore the source categories
filter(var2 != "cat_source")
## example for one question pair
if (!params$perform_all_tests){
single_res <- mrcv_test(df_mrcv, var1 = var1, var2 = var2, var1_type = var1_type, var2_type = var2_type, test_type=test_type, return_df=TRUE)
single_res$df
single_res$res
} else {
res <- lapply(1:nrow(df_tests_mrcv), function(x) {
res <- mrcv_test(df_mrcv, df_tests_mrcv$var1[x], df_tests_mrcv$var2[x], df_tests_mrcv$var1_type[x], df_tests_mrcv$var2_type[x], test_type=test_type)
row_res <- as_tibble_row(c(var1=df_tests_mrcv$var1[x], var2=df_tests_mrcv$var2[x],
x2=res$general$X.sq.S,
p=res$bon$p.value.bon))
return(list(res=res, row=row_res))
})
tbs <- lapply(res, function(x) {
return(x$row)
})
ps <- lapply(res, function(x) {
res_bon <- x$res$bon$X.sq.S.ij.p.bon
p_tibble <- as_tibble(res_bon, rownames = "var1") %>% gather(key="var2", value="p", -var1)
})
write.csv2(ps %>% bind_rows(), "results/mrcv_bon_pairs.csv", row.names = FALSE)
# for bootstrapping
if (test_type == "boot"){
p.boot <- sapply(res, function(x) {
x$res$boot$p.value.boot
} )
tbs %>% bind_rows() %>% mutate(p_boot = p.boot) %>% write.csv2("plots/mrcv_" %+% test_type %+% ".csv", row.names = FALSE)
} else {
tbs %>% bind_rows() %>% write.csv2("plots/mrcv_" %+% test_type %+% ".csv", row.names = FALSE)
}
res_output <- lapply(res, function(x) {
return(x$res)
})
capture.output(res_output, file="plots/mrcv_" %+% test_type %+% "_results.txt")
}
## [1] "researchfield x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 4321.84
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## researchfield.archaeology 4.53 24.70 0.04 0.47
## researchfield.architecture 0.12 0.01 0.01 0.09
## researchfield.art 30.31 0.07 13.06 7.45
## researchfield.economics 0.59 0.26 0.26 0.14
## researchfield.education 0.45 0.36 0.36 2.06
## researchfield.ethnology 1.27 0.07 0.07 0.86
## researchfield.geography 0.45 0.04 0.04 0.47
## researchfield.health 0.29 0.18 0.18 2.11
## researchfield.history 0.19 7.87 7.87 0.65
## researchfield.law 1.61 0.02 0.02 0.28
## researchfield.linguistics 0.66 0.09 0.09 0.01
## researchfield.literature 2.65 9.43 9.43 4.44
## researchfield.media_comm 1.00 0.06 0.06 0.17
## researchfield.philosophy 3.23 0.02 0.02 0.19
## researchfield.politics 3.07 0.34 0.34 1.95
## researchfield.psychology 3.21 0.36 0.36 0.66
## researchfield.sociology 1.59 0.95 0.95 0.24
## researchfield.theology 0.09 17.22 0.06 3.76
## researchfield.other 3.71 0.24 0.24 3.58
## source.DATAOWN source.BFS source.QUANT source.OECD
## researchfield.archaeology 0.31 0.72 0.02 0.04
## researchfield.architecture 0.06 0.14 0.00 0.01
## researchfield.art 0.57 1.31 0.04 0.07
## researchfield.economics 0.05 0.60 0.13 2.92
## researchfield.education 1.70 2.86 0.18 0.36
## researchfield.ethnology 0.49 1.31 0.04 0.07
## researchfield.geography 0.31 0.28 0.02 0.04
## researchfield.health 0.04 5.60 0.09 0.18
## researchfield.history 1.97 2.08 0.06 0.11
## researchfield.law 0.19 0.43 0.01 0.02
## researchfield.linguistics 3.26 1.61 0.04 0.09
## researchfield.literature 0.15 1.77 0.05 0.10
## researchfield.media_comm 0.69 0.00 0.03 0.06
## researchfield.philosophy 7.25 0.28 0.01 0.02
## researchfield.politics 0.02 0.50 0.17 0.34
## researchfield.psychology 0.03 2.19 0.18 0.36
## researchfield.sociology 0.01 5.49 2.14 0.30
## researchfield.theology 0.96 0.03 0.03 0.06
## researchfield.other 0.11 0.07 0.12 0.24
## source.FORS source.DATABASELIT source.SSRQ
## researchfield.archaeology 1.40 0.14 0.02
## researchfield.architecture 0.28 0.03 0.00
## researchfield.art 2.56 2.52 0.04
## researchfield.economics 0.06 0.94 0.13
## researchfield.education 0.35 1.27 0.18
## researchfield.ethnology 2.56 0.26 0.04
## researchfield.geography 1.40 0.14 0.02
## researchfield.health 0.67 0.37 0.09
## researchfield.history 0.46 1.12 0.06
## researchfield.law 0.83 0.08 0.01
## researchfield.linguistics 1.05 0.32 0.04
## researchfield.literature 3.45 1.53 0.05
## researchfield.media_comm 0.06 0.23 0.03
## researchfield.philosophy 0.55 0.06 0.01
## researchfield.politics 4.23 1.23 0.17
## researchfield.psychology 1.03 0.00 0.18
## researchfield.sociology 1.78 0.40 0.47
## researchfield.theology 0.22 0.20 0.03
## researchfield.other 0.98 0.09 8.32
## source.KTZH source.SOEP source.ARCHIVE source.ESS
## researchfield.archaeology 51.20 0.06 0.06 0.33
## researchfield.architecture 0.00 0.01 0.01 0.07
## researchfield.art 0.04 0.11 0.11 0.61
## researchfield.economics 0.13 1.41 0.40 0.47
## researchfield.education 0.18 0.80 0.54 1.02
## researchfield.ethnology 0.04 0.11 8.10 0.61
## researchfield.geography 0.02 0.06 0.06 0.33
## researchfield.health 0.09 0.27 0.27 1.50
## researchfield.history 0.06 0.17 4.65 0.03
## researchfield.law 0.01 0.04 27.56 0.20
## researchfield.linguistics 0.04 0.13 0.13 0.75
## researchfield.literature 0.05 0.15 5.69 0.82
## researchfield.media_comm 0.03 0.10 0.10 0.58
## researchfield.philosophy 0.01 0.02 0.02 0.13
## researchfield.politics 0.17 0.52 0.52 11.60
## researchfield.psychology 0.18 0.54 0.54 0.08
## researchfield.sociology 0.47 0.00 1.42 4.64
## researchfield.theology 0.03 0.08 0.08 0.47
## researchfield.other 0.12 1.61 0.37 0.36
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## researchfield.archaeology 0.02 0.25 0.25
## researchfield.architecture 0.00 0.05 0.05
## researchfield.art 0.04 0.45 0.45
## researchfield.economics 0.13 1.64 1.64
## researchfield.education 0.18 0.44 3.32
## researchfield.ethnology 0.04 0.45 0.89
## researchfield.geography 0.02 0.25 0.25
## researchfield.health 0.09 0.00 1.25
## researchfield.history 0.06 0.72 3.14
## researchfield.law 0.01 0.15 0.15
## researchfield.linguistics 0.04 0.56 0.52
## researchfield.literature 0.05 0.61 0.61
## researchfield.media_comm 0.03 0.40 1.17
## researchfield.philosophy 0.01 0.10 0.10
## researchfield.politics 0.17 3.53 2.15
## researchfield.psychology 0.18 2.22 0.44
## researchfield.sociology 2.14 4.04 0.28
## researchfield.theology 0.03 0.35 0.35
## researchfield.other 0.12 1.52 0.08
## source.NTVMR source.QUEST source.EU source.GAL
## researchfield.archaeology 0.02 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.00 129.50
## researchfield.art 0.04 0.04 0.04 13.06
## researchfield.economics 0.13 0.13 0.13 0.26
## researchfield.education 0.18 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.02 24.70
## researchfield.health 0.09 0.09 0.09 0.18
## researchfield.history 0.06 0.06 0.06 7.87
## researchfield.law 0.01 0.01 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.05 0.10
## researchfield.media_comm 0.03 31.62 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 0.17 0.34
## researchfield.psychology 0.18 5.69 0.18 0.36
## researchfield.sociology 0.47 0.47 2.14 0.95
## researchfield.theology 36.28 0.03 0.03 0.06
## researchfield.other 8.32 0.12 0.12 0.24
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## researchfield.archaeology 0.12 0.02 15.88
## researchfield.architecture 0.02 0.00 0.01
## researchfield.art 16.40 0.04 0.11
## researchfield.economics 0.80 0.13 0.40
## researchfield.education 0.01 0.18 0.80
## researchfield.ethnology 0.22 0.04 0.11
## researchfield.geography 0.12 0.02 0.06
## researchfield.health 0.54 0.09 0.27
## researchfield.history 1.53 0.06 0.17
## researchfield.law 0.07 0.01 0.04
## researchfield.linguistics 0.27 22.72 0.13
## researchfield.literature 0.30 20.75 0.15
## researchfield.media_comm 0.19 0.03 0.10
## researchfield.philosophy 0.05 0.01 0.02
## researchfield.politics 0.02 0.17 0.52
## researchfield.psychology 0.01 0.18 0.54
## researchfield.sociology 0.66 0.47 0.00
## researchfield.theology 0.17 0.03 0.08
## researchfield.other 3.25 0.12 0.37
## source.FRANTEXT source.BES source.AGD source.GITHUB
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 7.70 0.13 7.70
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 51.20
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.USCENSUS source.NES source.MYPERSONALITY
## researchfield.archaeology 0.04 0.08 0.02
## researchfield.architecture 0.01 0.02 0.00
## researchfield.art 0.07 0.15 0.04
## researchfield.economics 2.92 0.53 0.13
## researchfield.education 0.36 0.72 0.18
## researchfield.ethnology 0.07 0.15 0.04
## researchfield.geography 0.04 0.08 0.02
## researchfield.health 0.18 0.36 0.09
## researchfield.history 0.11 0.23 0.06
## researchfield.law 0.02 0.05 0.01
## researchfield.linguistics 0.09 0.18 0.04
## researchfield.literature 0.10 0.20 0.05
## researchfield.media_comm 14.88 0.13 31.62
## researchfield.philosophy 0.02 0.03 0.01
## researchfield.politics 0.34 23.73 0.17
## researchfield.psychology 0.36 0.72 0.18
## researchfield.sociology 0.95 1.91 0.47
## researchfield.theology 0.06 0.11 0.03
## researchfield.other 0.24 0.49 0.12
## source.NCD source.GSS source.UKDS source.KB
## researchfield.archaeology 0.02 0.04 0.02 0.02
## researchfield.architecture 0.00 0.01 0.00 0.00
## researchfield.art 0.04 0.07 0.04 0.04
## researchfield.economics 7.70 0.26 0.13 0.13
## researchfield.education 0.18 0.36 0.18 5.69
## researchfield.ethnology 0.04 0.07 0.04 0.04
## researchfield.geography 0.02 0.04 0.02 0.02
## researchfield.health 11.42 0.18 0.09 0.09
## researchfield.history 0.06 0.11 0.06 0.06
## researchfield.law 0.01 0.02 0.01 0.01
## researchfield.linguistics 0.04 0.09 0.04 22.72
## researchfield.literature 0.05 0.10 0.05 0.05
## researchfield.media_comm 0.03 14.88 0.03 0.03
## researchfield.philosophy 0.01 0.02 0.01 0.01
## researchfield.politics 0.17 0.34 0.17 0.17
## researchfield.psychology 0.18 0.36 0.18 0.18
## researchfield.sociology 0.47 0.30 0.47 0.47
## researchfield.theology 0.03 0.06 0.03 0.03
## researchfield.other 0.12 0.24 8.32 0.12
## source.STUDIE source.UNI source.SHARE source.WHO
## researchfield.archaeology 0.02 11.47 0.06 0.02
## researchfield.architecture 0.00 0.02 0.01 0.00
## researchfield.art 0.04 0.15 0.11 0.04
## researchfield.economics 0.13 0.53 0.40 7.70
## researchfield.education 0.18 0.32 0.54 0.18
## researchfield.ethnology 0.04 0.15 0.11 0.04
## researchfield.geography 0.02 0.08 0.06 0.02
## researchfield.health 0.09 0.36 14.03 0.09
## researchfield.history 0.06 0.23 0.17 0.06
## researchfield.law 0.01 0.05 0.04 0.01
## researchfield.linguistics 0.04 0.18 0.13 0.04
## researchfield.literature 0.05 0.20 0.15 0.05
## researchfield.media_comm 0.03 0.13 0.10 0.03
## researchfield.philosophy 0.01 0.03 0.02 0.01
## researchfield.politics 5.86 0.35 0.52 0.17
## researchfield.psychology 0.18 0.32 0.54 0.18
## researchfield.sociology 0.47 1.91 6.47 0.47
## researchfield.theology 0.03 0.11 0.08 0.03
## researchfield.other 8.32 6.51 1.61 0.12
## source.ANES source.HEVE source.VIDEO source.QOG
## researchfield.archaeology 0.04 0.02 0.04 0.02
## researchfield.architecture 0.01 0.00 0.01 0.00
## researchfield.art 0.07 0.04 0.07 0.04
## researchfield.economics 0.26 0.13 0.26 7.70
## researchfield.education 0.36 0.18 11.42 0.18
## researchfield.ethnology 0.07 0.04 13.06 0.04
## researchfield.geography 0.04 0.02 0.04 0.02
## researchfield.health 0.18 0.09 0.18 0.09
## researchfield.history 0.11 0.06 0.11 0.06
## researchfield.law 0.02 0.01 0.02 0.01
## researchfield.linguistics 0.09 0.04 10.42 0.04
## researchfield.literature 0.10 0.05 0.10 0.05
## researchfield.media_comm 0.06 0.03 14.88 0.03
## researchfield.philosophy 0.02 0.01 0.02 0.01
## researchfield.politics 2.02 0.17 2.02 5.86
## researchfield.psychology 1.94 0.18 1.94 0.18
## researchfield.sociology 0.95 2.14 0.30 0.47
## researchfield.theology 0.06 0.03 0.06 0.03
## researchfield.other 3.23 0.12 0.24 0.12
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## researchfield.archaeology 0.10 0.02 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00 0.00
## researchfield.art 0.18 0.04 0.04 0.04
## researchfield.economics 0.36 0.13 0.13 0.13
## researchfield.education 2.50 0.18 5.69 0.18
## researchfield.ethnology 0.18 0.04 0.04 0.04
## researchfield.geography 0.10 0.02 0.02 0.02
## researchfield.health 0.45 0.09 0.09 11.42
## researchfield.history 11.99 0.06 0.06 0.06
## researchfield.law 0.06 0.01 0.01 0.01
## researchfield.linguistics 0.23 0.04 0.04 0.04
## researchfield.literature 0.25 0.05 0.05 0.05
## researchfield.media_comm 0.16 0.03 0.03 0.03
## researchfield.philosophy 0.04 0.01 0.01 0.01
## researchfield.politics 0.12 0.17 0.17 0.17
## researchfield.psychology 0.90 0.18 0.18 0.18
## researchfield.sociology 0.33 2.14 0.47 2.14
## researchfield.theology 0.14 0.03 0.03 0.03
## researchfield.other 0.45 0.12 0.12 0.12
## source.WAHLDATEN source.OSF source.TRANSC
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 5.69 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 0.17 0.17
## researchfield.psychology 0.18 0.18 5.69
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.GOOGLE source.ARE source.NCCR
## researchfield.archaeology 0.08 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00
## researchfield.art 5.64 0.04 0.04
## researchfield.economics 0.53 0.13 0.13
## researchfield.education 0.72 0.18 0.18
## researchfield.ethnology 0.15 0.04 0.04
## researchfield.geography 0.08 0.02 0.02
## researchfield.health 0.36 0.09 0.09
## researchfield.history 0.23 0.06 0.06
## researchfield.law 0.05 0.01 0.01
## researchfield.linguistics 0.18 0.04 0.04
## researchfield.literature 0.20 0.05 0.05
## researchfield.media_comm 0.13 0.03 31.62
## researchfield.philosophy 0.03 0.01 0.01
## researchfield.politics 0.35 0.17 0.17
## researchfield.psychology 0.72 0.18 0.18
## researchfield.sociology 0.61 0.47 0.47
## researchfield.theology 0.11 0.03 0.03
## researchfield.other 0.49 8.32 0.12
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## researchfield.archaeology 0.04 51.20 0.02
## researchfield.architecture 0.01 0.00 0.00
## researchfield.art 0.07 0.04 0.04
## researchfield.economics 0.26 0.13 0.13
## researchfield.education 11.42 0.18 0.18
## researchfield.ethnology 0.07 0.04 0.04
## researchfield.geography 0.04 0.02 0.02
## researchfield.health 0.18 0.09 0.09
## researchfield.history 0.11 0.06 0.06
## researchfield.law 0.02 0.01 0.01
## researchfield.linguistics 0.09 0.04 0.04
## researchfield.literature 0.10 20.75 20.75
## researchfield.media_comm 0.06 0.03 0.03
## researchfield.philosophy 0.02 0.01 0.01
## researchfield.politics 0.34 0.17 0.17
## researchfield.psychology 0.36 0.18 0.18
## researchfield.sociology 0.95 2.14 0.47
## researchfield.theology 0.06 0.03 0.03
## researchfield.other 0.24 0.12 0.12
## source.HI source.SV source.SSSAJ source.AEA
## researchfield.archaeology 0.02 0.04 0.02 0.04
## researchfield.architecture 0.00 0.01 0.00 0.01
## researchfield.art 0.04 0.07 0.04 0.07
## researchfield.economics 0.13 0.26 0.13 15.45
## researchfield.education 0.18 0.36 0.18 0.36
## researchfield.ethnology 0.04 0.07 0.04 0.07
## researchfield.geography 0.02 0.04 0.02 0.04
## researchfield.health 11.42 0.18 0.09 0.18
## researchfield.history 0.06 7.87 0.06 0.11
## researchfield.law 0.01 0.02 0.01 0.02
## researchfield.linguistics 0.04 0.09 0.04 0.09
## researchfield.literature 0.05 0.10 0.05 0.10
## researchfield.media_comm 0.03 0.06 0.03 0.06
## researchfield.philosophy 0.01 0.02 0.01 0.02
## researchfield.politics 0.17 11.77 0.17 0.34
## researchfield.psychology 0.18 0.36 0.18 0.36
## researchfield.sociology 0.47 0.30 0.47 0.95
## researchfield.theology 0.03 0.06 0.03 0.06
## researchfield.other 0.12 0.24 8.32 0.24
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## researchfield.archaeology 24.70 0.04 0.02 0.02
## researchfield.architecture 0.01 0.01 0.00 0.00
## researchfield.art 0.07 0.07 0.04 0.04
## researchfield.economics 2.92 15.45 0.13 0.13
## researchfield.education 0.36 0.36 0.18 0.18
## researchfield.ethnology 0.07 0.07 0.04 0.04
## researchfield.geography 0.04 0.04 0.02 0.02
## researchfield.health 0.18 0.18 0.09 0.09
## researchfield.history 0.11 0.11 0.06 0.06
## researchfield.law 0.02 0.02 0.01 0.01
## researchfield.linguistics 0.09 0.09 0.04 0.04
## researchfield.literature 9.43 0.10 0.05 0.05
## researchfield.media_comm 0.06 0.06 0.03 31.62
## researchfield.philosophy 0.02 0.02 0.01 0.01
## researchfield.politics 0.34 0.34 0.17 0.17
## researchfield.psychology 1.94 1.94 0.18 0.18
## researchfield.sociology 0.30 0.95 2.14 0.47
## researchfield.theology 0.06 0.06 0.03 0.03
## researchfield.other 0.24 0.24 0.12 0.12
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## researchfield.archaeology 0.12 0.02 0.02
## researchfield.architecture 0.02 0.00 0.00
## researchfield.art 3.20 0.04 0.04
## researchfield.economics 0.16 0.13 0.13
## researchfield.education 1.08 0.18 5.69
## researchfield.ethnology 0.22 0.04 0.04
## researchfield.geography 0.12 0.02 0.02
## researchfield.health 0.54 0.09 11.42
## researchfield.history 0.35 17.64 0.06
## researchfield.law 0.07 0.01 0.01
## researchfield.linguistics 0.27 0.04 0.04
## researchfield.literature 0.30 0.05 0.05
## researchfield.media_comm 0.19 0.03 0.03
## researchfield.philosophy 0.05 0.01 0.01
## researchfield.politics 1.05 0.17 0.17
## researchfield.psychology 1.08 0.18 0.18
## researchfield.sociology 3.41 0.47 0.47
## researchfield.theology 0.17 0.03 0.03
## researchfield.other 0.74 0.12 0.12
## source.MODE source.SILC source.DATABASEMUSEUM
## researchfield.archaeology 0.02 0.02 15.88
## researchfield.architecture 0.00 0.00 0.01
## researchfield.art 28.00 0.04 36.28
## researchfield.economics 0.13 0.13 0.40
## researchfield.education 0.18 0.18 0.54
## researchfield.ethnology 0.04 0.04 0.11
## researchfield.geography 0.02 0.02 0.06
## researchfield.health 0.09 0.09 0.27
## researchfield.history 0.06 0.06 22.37
## researchfield.law 0.01 0.01 0.04
## researchfield.linguistics 0.04 0.04 0.13
## researchfield.literature 0.05 0.05 0.15
## researchfield.media_comm 0.03 0.03 0.10
## researchfield.philosophy 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 0.52
## researchfield.psychology 0.18 0.18 0.54
## researchfield.sociology 0.47 2.14 1.42
## researchfield.theology 0.03 0.03 10.88
## researchfield.other 0.12 0.12 9.87
## source.IMSLP source.INETARCHIVE source.EFD
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 28.00 28.00 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.WEBSITE source.EFS source.LAVATER source.BAG
## researchfield.archaeology 51.20 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 20.75 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 129.50 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 2.14
## researchfield.theology 0.03 0.03 36.28 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.FLICKR source.NOTES source.INTERVIEW
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 260.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 28.00 28.00
## researchfield.geography 51.20 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 17.64 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.HANDRIT source.DZHW source.SGG source.HETSL
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 5.69
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 11.42
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 0.04 0.04
## researchfield.literature 20.75 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.HSZK source.SPIN source.GBD source.MARPOR
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 11.42 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 22.72 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 5.86
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.STUTEXT source.STAPF source.STUDPLANTI
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 5.69 0.18 5.69
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 17.64 17.64
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.THESES source.WBDATA source.SSRN source.PRIO
## researchfield.archaeology 0.04 0.02 0.02 0.02
## researchfield.architecture 0.01 0.00 0.00 0.00
## researchfield.art 0.07 0.04 0.04 0.04
## researchfield.economics 0.26 0.13 0.13 7.70
## researchfield.education 1.94 0.18 0.18 0.18
## researchfield.ethnology 0.07 0.04 0.04 0.04
## researchfield.geography 0.04 0.02 0.02 0.02
## researchfield.health 0.18 0.09 0.09 0.09
## researchfield.history 0.11 0.06 0.06 0.06
## researchfield.law 0.02 0.01 86.00 0.01
## researchfield.linguistics 0.09 0.04 0.04 0.04
## researchfield.literature 0.10 0.05 0.05 0.05
## researchfield.media_comm 0.06 0.03 0.03 0.03
## researchfield.philosophy 0.02 0.01 0.01 0.01
## researchfield.politics 2.02 5.86 0.17 5.86
## researchfield.psychology 0.36 0.18 0.18 0.18
## researchfield.sociology 0.95 0.47 0.47 0.47
## researchfield.theology 0.06 0.03 0.03 0.03
## researchfield.other 3.23 0.12 0.12 0.12
## source.GDELT source.EINKIK source.DATAJOURNAL
## researchfield.archaeology 0.02 0.02 51.20
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 20.75
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 8.32 0.12 0.12
## source.VDEM source.SSLS source.IMPUS
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 5.86 0.17
## researchfield.psychology 0.18 5.69 0.18
## researchfield.sociology 0.47 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.EPERIODICA source.EHA source.MEDIAPULSE
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 17.64 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 31.62
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.CESAR source.RECORD source.CMVW source.SECO
## researchfield.archaeology 0.02 0.04 0.02 0.02
## researchfield.architecture 0.00 0.01 0.00 0.00
## researchfield.art 28.00 13.06 28.00 0.04
## researchfield.economics 0.13 0.26 0.13 7.70
## researchfield.education 0.18 0.36 0.18 0.18
## researchfield.ethnology 0.04 0.07 0.04 0.04
## researchfield.geography 0.02 0.04 0.02 0.02
## researchfield.health 0.09 0.18 0.09 0.09
## researchfield.history 0.06 0.11 0.06 0.06
## researchfield.law 0.01 0.02 0.01 0.01
## researchfield.linguistics 0.04 10.42 0.04 0.04
## researchfield.literature 20.75 0.10 0.05 0.05
## researchfield.media_comm 0.03 0.06 0.03 0.03
## researchfield.philosophy 0.01 0.02 0.01 0.01
## researchfield.politics 0.17 0.34 0.17 0.17
## researchfield.psychology 0.18 0.36 0.18 0.18
## researchfield.sociology 0.47 0.95 0.47 0.47
## researchfield.theology 0.03 0.06 0.03 0.03
## researchfield.other 0.12 0.24 0.12 0.12
## source.TWITTER source.GIS source.KAGGLE source.GETTY
## researchfield.archaeology 0.02 0.02 0.04 0.02
## researchfield.architecture 0.00 0.00 129.50 0.00
## researchfield.art 0.04 0.04 0.07 28.00
## researchfield.economics 0.13 0.13 0.26 0.13
## researchfield.education 0.18 0.18 0.36 0.18
## researchfield.ethnology 0.04 0.04 0.07 0.04
## researchfield.geography 0.02 0.02 24.70 0.02
## researchfield.health 0.09 0.09 0.18 0.09
## researchfield.history 0.06 0.06 7.87 17.64
## researchfield.law 0.01 0.01 0.02 0.01
## researchfield.linguistics 0.04 0.04 0.09 0.04
## researchfield.literature 0.05 0.05 0.10 0.05
## researchfield.media_comm 0.03 0.03 0.06 0.03
## researchfield.philosophy 0.01 0.01 0.02 0.01
## researchfield.politics 0.17 0.17 0.34 0.17
## researchfield.psychology 0.18 0.18 0.36 0.18
## researchfield.sociology 2.14 2.14 0.95 0.47
## researchfield.theology 0.03 0.03 0.06 0.03
## researchfield.other 0.12 0.12 3.23 8.32
## source.ACAD source.DGD source.TARKI source.FHS
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 22.72 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.DOC source.QJE source.HLS source.WVS
## researchfield.archaeology 0.02 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.00 0.01
## researchfield.art 0.04 0.04 0.04 0.07
## researchfield.economics 0.13 7.70 0.13 0.26
## researchfield.education 5.69 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.02 0.04
## researchfield.health 0.09 0.09 0.09 0.18
## researchfield.history 0.06 0.06 17.64 0.11
## researchfield.law 0.01 0.01 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.05 0.10
## researchfield.media_comm 0.03 0.03 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 5.86 11.77
## researchfield.psychology 0.18 0.18 0.18 0.36
## researchfield.sociology 0.47 0.47 2.14 0.95
## researchfield.theology 0.03 0.03 0.03 0.06
## researchfield.other 0.12 0.12 0.12 0.24
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## researchfield.archaeology 0.02 0.02 0.04
## researchfield.architecture 0.00 0.00 0.01
## researchfield.art 0.04 0.04 0.07
## researchfield.economics 0.13 0.13 0.26
## researchfield.education 0.18 0.18 0.36
## researchfield.ethnology 0.04 0.04 0.07
## researchfield.geography 0.02 0.02 0.04
## researchfield.health 0.09 0.09 0.18
## researchfield.history 0.06 0.06 0.11
## researchfield.law 86.00 0.01 0.02
## researchfield.linguistics 0.04 0.04 0.09
## researchfield.literature 0.05 0.05 0.10
## researchfield.media_comm 0.03 0.03 0.06
## researchfield.philosophy 0.01 0.01 0.02
## researchfield.politics 0.17 0.17 11.77
## researchfield.psychology 0.18 0.18 0.36
## researchfield.sociology 0.47 2.14 0.95
## researchfield.theology 0.03 0.03 0.06
## researchfield.other 0.12 0.12 0.24
## source.UNKNOWN source.DAB source.NETMETRIX
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13
## researchfield.education 0.18 5.69 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 31.62
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 5.86 0.17 0.17
## researchfield.psychology 5.69 0.18 0.18
## researchfield.sociology 2.14 2.14 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
## source.THDS source.ANFP source.NSD source.LIBCON
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 260.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 51.20
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 17.64
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 20.75 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 5.86 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.RISM source.CSURF source.SAGA source.HSSO
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 28.00 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 11.42 0.09 0.09
## researchfield.history 0.06 0.06 0.06 17.64
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 22.72 0.04
## researchfield.literature 0.05 0.05 20.75 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 0.47 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.SUCHTMONITORING source.LFE source.DATABASE
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 7.70
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 11.42 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 5.86 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 0.47 0.47
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 8.32
## source.MEGUID source.CHES source.PYS source.REG
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 20.75
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 5.86 5.86 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 0.47 2.14 0.47
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.SMASH02 source.HBSC source.DVD source.SNC
## researchfield.archaeology 0.02 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04 0.04
## researchfield.economics 0.13 0.13 0.13 0.13
## researchfield.education 0.18 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02 0.02
## researchfield.health 11.42 11.42 0.09 11.42
## researchfield.history 0.06 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18 0.18
## researchfield.sociology 0.47 2.14 2.14 2.14
## researchfield.theology 0.03 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12 0.12
## source.JOBADS source.TAX source.VS
## researchfield.archaeology 0.02 0.02 0.02
## researchfield.architecture 0.00 0.00 0.00
## researchfield.art 0.04 0.04 0.04
## researchfield.economics 0.13 7.70 0.13
## researchfield.education 0.18 0.18 0.18
## researchfield.ethnology 0.04 0.04 0.04
## researchfield.geography 0.02 0.02 0.02
## researchfield.health 0.09 0.09 0.09
## researchfield.history 0.06 0.06 0.06
## researchfield.law 0.01 0.01 0.01
## researchfield.linguistics 0.04 0.04 0.04
## researchfield.literature 0.05 0.05 0.05
## researchfield.media_comm 0.03 0.03 0.03
## researchfield.philosophy 0.01 0.01 0.01
## researchfield.politics 0.17 0.17 0.17
## researchfield.psychology 0.18 0.18 0.18
## researchfield.sociology 2.14 0.47 2.14
## researchfield.theology 0.03 0.03 0.03
## researchfield.other 0.12 0.12 0.12
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## researchfield.archaeology 1.0000 0.0019 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 0.0001 1.0000 0.8527 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 0.0944 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.KTZH source.SOEP source.ARCHIVE source.ESS
## researchfield.archaeology 0.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 0.0004 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
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## researchfield.art 1.0000 1.0000 1.0000 0.8527
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 0.0019
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 0.0001 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 0.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## researchfield.archaeology 1.0000 1.0000 0.1915
## researchfield.architecture 1.0000 1.0000 1.0000
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## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 0.0148 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
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## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
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## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 0.0053 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
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## researchfield.history 1.0000 1.0000 1.0000
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## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 0.3243 1.0000 0.0001
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 0.0031 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
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## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 0.0053
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 0.3243 1.0000 1.0000
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## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
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## source.STUDIE source.UNI source.SHARE source.WHO
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
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## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
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## source.ANES source.HEVE source.VIDEO source.QOG
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
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## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
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## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
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## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
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## source.WAHLDATEN source.OSF source.TRANSC
## researchfield.archaeology 1.0000 1.0000 1.0000
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## researchfield.media_comm 1.0000 1.0000 0.0001
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.THDS source.ANFP source.NSD source.LIBCON
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 0.0000
## researchfield.art 0.0003 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 0.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 0.0756
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 0.0148 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.RISM source.CSURF source.SAGA source.HSSO
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 0.0003 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 0.0756
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 0.0053 1.0000
## researchfield.literature 1.0000 1.0000 0.0148 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.SUCHTMONITORING source.LFE source.DATABASE
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## source.MEGUID source.CHES source.PYS source.REG
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 0.0148
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.SMASH02 source.HBSC source.DVD source.SNC
## researchfield.archaeology 1.0000 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000 1.0000
## source.JOBADS source.TAX source.VS
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
##
## [1] "researchfield x criteria"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 238.12
## X^2_S.ij =
## criteria.metadata criteria.materials
## researchfield.archaeology 1.01 4.54
## researchfield.architecture 5.07 1.86
## researchfield.art 0.22 0.67
## researchfield.economics 1.05 0.37
## researchfield.education 0.46 0.93
## researchfield.ethnology 0.20 0.67
## researchfield.geography 2.03 0.50
## researchfield.health 0.10 0.03
## researchfield.history 0.26 1.46
## researchfield.law 0.60 1.34
## researchfield.linguistics 6.96 0.01
## researchfield.literature 10.21 0.25
## researchfield.media_comm 0.10 0.82
## researchfield.philosophy 10.17 0.20
## researchfield.politics 0.66 8.03
## researchfield.psychology 0.46 2.87
## researchfield.sociology 0.21 0.68
## researchfield.theology 0.75 0.20
## researchfield.other 0.54 2.54
## criteria.data_quality criteria.raw_data
## researchfield.archaeology 0.21 2.75
## researchfield.architecture 0.41 1.86
## researchfield.art 0.22 0.01
## researchfield.economics 0.91 2.03
## researchfield.education 1.69 0.24
## researchfield.ethnology 1.48 2.34
## researchfield.geography 2.11 4.54
## researchfield.health 1.15 0.10
## researchfield.history 0.00 1.46
## researchfield.law 0.02 1.63
## researchfield.linguistics 0.02 1.93
## researchfield.literature 0.11 0.55
## researchfield.media_comm 1.12 0.36
## researchfield.philosophy 0.83 1.09
## researchfield.politics 2.26 0.07
## researchfield.psychology 4.25 4.23
## researchfield.sociology 3.88 0.07
## researchfield.theology 2.97 1.36
## researchfield.other 1.53 3.10
## criteria.usability criteria.access criteria.license
## researchfield.archaeology 0.01 0.08 14.89
## researchfield.architecture 0.23 0.52 0.11
## researchfield.art 0.33 4.36 6.03
## researchfield.economics 0.07 0.09 1.54
## researchfield.education 0.65 0.74 0.54
## researchfield.ethnology 1.37 0.00 0.02
## researchfield.geography 0.01 0.08 0.54
## researchfield.health 0.01 0.33 0.00
## researchfield.history 0.09 0.21 0.37
## researchfield.law 0.69 1.58 0.32
## researchfield.linguistics 0.59 0.02 0.97
## researchfield.literature 0.36 0.31 8.14
## researchfield.media_comm 0.23 0.04 0.08
## researchfield.philosophy 1.33 0.22 0.21
## researchfield.politics 1.82 2.18 2.50
## researchfield.psychology 3.53 11.71 2.62
## researchfield.sociology 0.01 0.46 0.21
## researchfield.theology 1.63 4.42 0.77
## researchfield.other 0.18 2.07 0.04
## criteria.trust_source
## researchfield.archaeology 2.52
## researchfield.architecture 0.82
## researchfield.art 4.05
## researchfield.economics 6.43
## researchfield.education 2.52
## researchfield.ethnology 0.51
## researchfield.geography 0.05
## researchfield.health 1.26
## researchfield.history 0.03
## researchfield.law 0.58
## researchfield.linguistics 0.00
## researchfield.literature 0.90
## researchfield.media_comm 3.00
## researchfield.philosophy 0.02
## researchfield.politics 0.15
## researchfield.psychology 2.52
## researchfield.sociology 4.99
## researchfield.theology 0.43
## researchfield.other 0.93
##
## Bonferroni Adjusted Results:
## p.adj = 0.0173
## p.ij.adj =
## criteria.metadata criteria.materials
## researchfield.archaeology 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000
## researchfield.art 1.0000 1.0000
## researchfield.economics 1.0000 1.0000
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 1.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000
## researchfield.literature 0.2129 1.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 0.2168 1.0000
## researchfield.politics 1.0000 0.6985
## researchfield.psychology 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000
## researchfield.theology 1.0000 1.0000
## researchfield.other 1.0000 1.0000
## criteria.data_quality criteria.raw_data
## researchfield.archaeology 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000
## researchfield.art 1.0000 1.0000
## researchfield.economics 1.0000 1.0000
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 1.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000
## researchfield.literature 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000
## researchfield.politics 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000
## researchfield.theology 1.0000 1.0000
## researchfield.other 1.0000 1.0000
## criteria.usability criteria.access criteria.license
## researchfield.archaeology 1.0000 1.0000 0.0173
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 1.0000
## researchfield.literature 1.0000 1.0000 0.6570
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 0.0943 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
## criteria.trust_source
## researchfield.archaeology 1.0000
## researchfield.architecture 1.0000
## researchfield.art 1.0000
## researchfield.economics 1.0000
## researchfield.education 1.0000
## researchfield.ethnology 1.0000
## researchfield.geography 1.0000
## researchfield.health 1.0000
## researchfield.history 1.0000
## researchfield.law 1.0000
## researchfield.linguistics 1.0000
## researchfield.literature 1.0000
## researchfield.media_comm 1.0000
## researchfield.philosophy 1.0000
## researchfield.politics 1.0000
## researchfield.psychology 1.0000
## researchfield.sociology 1.0000
## researchfield.theology 1.0000
## researchfield.other 1.0000
##
## [1] "researchfield x kind"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 290.77
## X^2_S.ij =
## kind.publications kind.digital_artefacts
## researchfield.archaeology 1.17 23.72
## researchfield.architecture 0.59 4.67
## researchfield.art 10.81 23.11
## researchfield.economics 2.69 7.29
## researchfield.education 0.25 0.75
## researchfield.ethnology 1.39 0.13
## researchfield.geography 0.63 0.02
## researchfield.health 0.13 2.62
## researchfield.history 2.60 29.34
## researchfield.law 0.02 5.00
## researchfield.linguistics 1.53 10.71
## researchfield.literature 7.83 37.22
## researchfield.media_comm 0.00 1.77
## researchfield.philosophy 3.44 1.44
## researchfield.politics 0.55 9.57
## researchfield.psychology 3.78 7.21
## researchfield.sociology 0.01 9.17
## researchfield.theology 1.26 7.69
## researchfield.other 0.47 1.15
## kind.numerical_data kind.surveys kind.other
## researchfield.archaeology 0.04 0.21 0.29
## researchfield.architecture 1.27 0.41 0.06
## researchfield.art 0.45 1.48 0.60
## researchfield.economics 5.02 0.11 1.93
## researchfield.education 0.37 0.02 2.14
## researchfield.ethnology 4.15 0.22 0.60
## researchfield.geography 0.04 0.29 0.29
## researchfield.health 1.54 1.15 0.02
## researchfield.history 0.01 0.00 0.09
## researchfield.law 2.41 0.02 0.17
## researchfield.linguistics 0.29 0.02 10.80
## researchfield.literature 0.03 2.66 0.21
## researchfield.media_comm 3.17 0.07 0.82
## researchfield.philosophy 1.60 0.83 0.11
## researchfield.politics 0.60 5.17 0.55
## researchfield.psychology 4.78 1.69 2.61
## researchfield.sociology 0.01 3.88 0.10
## researchfield.theology 2.62 0.00 0.41
## researchfield.other 0.42 0.01 0.19
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## kind.publications kind.digital_artefacts
## researchfield.archaeology 1.0000 0.0001
## researchfield.architecture 1.0000 1.0000
## researchfield.art 0.0959 0.0001
## researchfield.economics 1.0000 0.6588
## researchfield.education 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000
## researchfield.geography 1.0000 1.0000
## researchfield.health 1.0000 1.0000
## researchfield.history 1.0000 0.0000
## researchfield.law 1.0000 1.0000
## researchfield.linguistics 1.0000 0.1011
## researchfield.literature 0.4877 0.0000
## researchfield.media_comm 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000
## researchfield.politics 1.0000 0.1883
## researchfield.psychology 1.0000 0.6884
## researchfield.sociology 1.0000 0.2342
## researchfield.theology 1.0000 0.5280
## researchfield.other 1.0000 1.0000
## kind.numerical_data kind.surveys kind.other
## researchfield.archaeology 1.0000 1.0000 1.0000
## researchfield.architecture 1.0000 1.0000 1.0000
## researchfield.art 1.0000 1.0000 1.0000
## researchfield.economics 1.0000 1.0000 1.0000
## researchfield.education 1.0000 1.0000 1.0000
## researchfield.ethnology 1.0000 1.0000 1.0000
## researchfield.geography 1.0000 1.0000 1.0000
## researchfield.health 1.0000 1.0000 1.0000
## researchfield.history 1.0000 1.0000 1.0000
## researchfield.law 1.0000 1.0000 1.0000
## researchfield.linguistics 1.0000 1.0000 0.0964
## researchfield.literature 1.0000 1.0000 1.0000
## researchfield.media_comm 1.0000 1.0000 1.0000
## researchfield.philosophy 1.0000 1.0000 1.0000
## researchfield.politics 1.0000 1.0000 1.0000
## researchfield.psychology 1.0000 1.0000 1.0000
## researchfield.sociology 1.0000 1.0000 1.0000
## researchfield.theology 1.0000 1.0000 1.0000
## researchfield.other 1.0000 1.0000 1.0000
##
## [1] "kind x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1269.22
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## kind.publications 47.71 0.15 3.44 30.08
## kind.digital_artefacts 17.79 9.38 9.38 17.23
## kind.numerical_data 0.92 1.60 1.60 0.32
## kind.surveys 0.13 0.83 0.42 0.49
## kind.other 4.88 0.11 7.87 0.65
## source.DATAOWN source.BFS source.QUANT source.OECD
## kind.publications 3.64 2.23 0.59 0.15
## kind.digital_artefacts 2.67 5.32 0.22 0.43
## kind.numerical_data 0.53 16.99 0.80 0.03
## kind.surveys 14.97 19.52 2.43 0.42
## kind.other 0.05 0.37 17.64 0.11
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## kind.publications 0.27 7.35 1.71 0.59
## kind.digital_artefacts 7.46 3.13 4.67 4.67
## kind.numerical_data 45.60 0.49 0.80 0.80
## kind.surveys 3.49 0.00 0.41 0.41
## kind.other 0.00 7.59 0.06 0.06
## source.SOEP source.ARCHIVE source.ESS
## kind.publications 1.78 0.02 0.00
## kind.digital_artefacts 0.65 14.12 3.66
## kind.numerical_data 3.83 2.41 4.16
## kind.surveys 0.02 1.25 1.74
## kind.other 4.65 0.17 0.97
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## kind.publications 1.71 4.42 11.63
## kind.digital_artefacts 0.22 2.70 2.11
## kind.numerical_data 0.80 1.01 4.83
## kind.surveys 2.43 5.15 5.15
## kind.other 0.06 0.21 9.50
## source.NTVMR source.QUEST source.EU source.GAL
## kind.publications 1.71 1.71 0.59 0.15
## kind.digital_artefacts 4.67 0.22 0.22 9.38
## kind.numerical_data 0.80 1.27 1.27 0.03
## kind.surveys 0.41 2.43 0.41 0.83
## kind.other 0.06 0.06 0.06 0.11
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## kind.publications 2.33 0.59 5.18
## kind.digital_artefacts 1.03 4.67 5.00
## kind.numerical_data 0.08 0.80 0.62
## kind.surveys 0.05 0.41 0.02
## kind.other 0.35 0.06 4.65
## source.FRANTEXT source.BES source.AGD source.GITHUB
## kind.publications 0.59 0.59 0.59 0.59
## kind.digital_artefacts 0.22 0.22 4.67 0.22
## kind.numerical_data 1.27 0.80 0.80 1.27
## kind.surveys 0.41 2.43 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.USCENSUS source.NES source.MYPERSONALITY
## kind.publications 1.18 2.53 0.59
## kind.digital_artefacts 0.43 0.87 0.22
## kind.numerical_data 0.03 0.05 1.27
## kind.surveys 4.88 0.04 0.41
## kind.other 0.11 0.23 0.06
## source.NCD source.GSS source.UKDS source.KB
## kind.publications 1.71 1.18 0.59 0.59
## kind.digital_artefacts 0.22 0.43 0.22 0.22
## kind.numerical_data 0.80 0.03 1.27 1.27
## kind.surveys 0.41 4.88 0.41 2.43
## kind.other 0.06 0.11 17.64 0.06
## source.STUDIE source.UNI source.SHARE source.WHO
## kind.publications 0.59 2.38 0.02 0.59
## kind.digital_artefacts 0.22 0.15 0.65 0.22
## kind.numerical_data 0.80 0.05 0.62 1.27
## kind.surveys 2.43 0.85 0.02 0.41
## kind.other 0.06 3.07 4.65 0.06
## source.ANES source.HEVE source.VIDEO source.QOG
## kind.publications 0.15 0.59 3.44 0.59
## kind.digital_artefacts 0.43 0.22 0.43 0.22
## kind.numerical_data 2.54 0.80 1.60 1.27
## kind.surveys 0.42 2.43 0.83 0.41
## kind.other 0.11 0.06 7.87 0.06
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## kind.publications 0.02 0.59 0.59 0.59
## kind.digital_artefacts 1.74 0.22 4.67 0.22
## kind.numerical_data 0.51 0.80 0.80 1.27
## kind.surveys 2.33 2.43 0.41 0.41
## kind.other 2.14 0.06 0.06 0.06
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## kind.publications 0.59 1.71 0.59 6.94
## kind.digital_artefacts 0.22 0.22 0.22 0.15
## kind.numerical_data 1.27 1.27 0.80 1.56
## kind.surveys 2.43 0.41 2.43 0.04
## kind.other 17.64 0.06 0.06 0.23
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## kind.publications 0.59 0.59 1.18 0.59
## kind.digital_artefacts 0.22 0.22 0.43 4.67
## kind.numerical_data 1.27 1.27 2.54 1.27
## kind.surveys 0.41 0.41 4.88 2.43
## kind.other 0.06 0.06 0.11 0.06
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## kind.publications 0.59 0.59 0.15 1.71
## kind.digital_artefacts 4.67 0.22 0.43 0.22
## kind.numerical_data 0.80 1.27 2.54 1.27
## kind.surveys 0.41 0.41 0.42 0.41
## kind.other 0.06 0.06 0.11 0.06
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## kind.publications 3.44 1.18 0.15 1.71
## kind.digital_artefacts 0.43 1.44 0.43 0.22
## kind.numerical_data 2.54 2.54 2.54 0.80
## kind.surveys 0.42 4.88 0.42 0.41
## kind.other 0.11 0.11 0.11 0.06
## source.WEMF source.DATAGOVE source.DODIS
## kind.publications 0.59 0.03 1.71
## kind.digital_artefacts 0.22 0.00 4.67
## kind.numerical_data 1.27 0.08 0.80
## kind.surveys 0.41 1.28 0.41
## kind.other 0.06 1.53 0.06
## source.FPPAEDAGOGIK source.MODE source.SILC
## kind.publications 1.71 0.59 0.59
## kind.digital_artefacts 0.22 4.67 0.22
## kind.numerical_data 1.27 0.80 1.27
## kind.surveys 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## kind.publications 5.18 1.71 1.71
## kind.digital_artefacts 14.12 4.67 4.67
## kind.numerical_data 0.15 0.80 0.80
## kind.surveys 1.25 2.43 2.43
## kind.other 0.17 0.06 0.06
## source.EFD source.WEBSITE source.EFS source.LAVATER
## kind.publications 0.59 1.71 0.59 1.71
## kind.digital_artefacts 0.22 4.67 0.22 4.67
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## kind.publications 1.71 0.59 1.71 1.71
## kind.digital_artefacts 0.22 4.67 0.22 0.22
## kind.numerical_data 1.27 1.27 0.80 0.80
## kind.surveys 2.43 0.41 2.43 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.HANDRIT source.DZHW source.SGG source.HETSL
## kind.publications 0.59 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 0.80 1.27 1.27 1.27
## kind.surveys 0.41 2.43 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.HSZK source.SPIN source.GBD source.MARPOR
## kind.publications 0.59 1.71 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 0.80 1.27 0.80 1.27
## kind.surveys 0.41 2.43 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.STUTEXT source.STAPF source.STUDPLANTI
## kind.publications 1.71 1.71 1.71
## kind.digital_artefacts 4.67 4.67 4.67
## kind.numerical_data 1.27 0.80 1.27
## kind.surveys 0.41 0.41 2.43
## kind.other 17.64 0.06 0.06
## source.THESES source.WBDATA source.SSRN source.PRIO
## kind.publications 1.18 0.59 1.71 0.59
## kind.digital_artefacts 0.43 0.22 4.67 0.22
## kind.numerical_data 0.03 1.27 0.80 1.27
## kind.surveys 4.88 2.43 2.43 0.41
## kind.other 0.11 0.06 0.06 0.06
## source.GDELT source.EINKIK source.DATAJOURNAL
## kind.publications 1.71 0.59 0.59
## kind.digital_artefacts 4.67 0.22 4.67
## kind.numerical_data 0.80 1.27 1.27
## kind.surveys 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## kind.publications 1.71 0.59 0.59 0.59
## kind.digital_artefacts 0.22 0.22 0.22 4.67
## kind.numerical_data 1.27 0.80 1.27 1.27
## kind.surveys 0.41 2.43 2.43 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## kind.publications 0.59 0.59 1.71 3.44
## kind.digital_artefacts 0.22 0.22 0.22 9.38
## kind.numerical_data 1.27 1.27 1.27 1.60
## kind.surveys 0.41 0.41 0.41 0.42
## kind.other 0.06 0.06 0.06 7.87
## source.CMVW source.SECO source.TWITTER source.GIS
## kind.publications 0.59 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 4.67 0.22
## kind.numerical_data 0.80 1.27 0.80 1.27
## kind.surveys 0.41 0.41 0.41 2.43
## kind.other 0.06 0.06 17.64 0.06
## source.KAGGLE source.GETTY source.ACAD source.DGD
## kind.publications 1.18 1.71 1.71 0.59
## kind.digital_artefacts 1.44 4.67 4.67 4.67
## kind.numerical_data 2.54 1.27 0.80 0.80
## kind.surveys 0.83 0.41 0.41 0.41
## kind.other 7.87 0.06 0.06 0.06
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## kind.publications 1.71 1.71 0.59 1.71 1.71
## kind.digital_artefacts 0.22 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 1.27 1.27
## kind.surveys 2.43 2.43 2.43 2.43 2.43
## kind.other 0.06 0.06 17.64 0.06 0.06
## source.WVS source.INTORG source.AVAM
## kind.publications 0.15 1.71 0.59
## kind.digital_artefacts 0.43 4.67 4.67
## kind.numerical_data 2.54 0.80 1.27
## kind.surveys 0.42 2.43 2.43
## kind.other 0.11 0.06 0.06
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## kind.publications 1.18 0.59 0.59
## kind.digital_artefacts 0.43 0.22 0.22
## kind.numerical_data 0.03 0.80 1.27
## kind.surveys 0.42 2.43 0.41
## kind.other 0.11 0.06 0.06
## source.NETMETRIX source.THDS source.ANFP source.NSD
## kind.publications 0.59 1.71 1.71 0.59
## kind.digital_artefacts 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 1.27
## kind.surveys 0.41 0.41 2.43 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.LIBCON source.RISM source.CSURF source.SAGA
## kind.publications 0.59 1.71 0.59 0.59
## kind.digital_artefacts 4.67 4.67 0.22 4.67
## kind.numerical_data 1.27 0.80 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.HSSO source.SUCHTMONITORING source.LFE
## kind.publications 1.71 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22
## kind.numerical_data 0.80 1.27 0.80
## kind.surveys 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06
## source.DATABASE source.MEGUID source.CHES source.PYS
## kind.publications 1.71 1.71 1.71 1.71
## kind.digital_artefacts 0.22 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 0.41
## kind.other 0.06 0.06 0.06 0.06
## source.REG source.SMASH02 source.HBSC source.DVD
## kind.publications 1.71 0.59 1.71 0.59
## kind.digital_artefacts 4.67 0.22 0.22 0.22
## kind.numerical_data 1.27 1.27 1.27 0.80
## kind.surveys 0.41 0.41 0.41 2.43
## kind.other 0.06 0.06 0.06 0.06
## source.SNC source.JOBADS source.TAX source.VS
## kind.publications 1.71 0.59 0.59 1.71
## kind.digital_artefacts 0.22 4.67 0.22 0.22
## kind.numerical_data 0.80 1.27 1.27 0.80
## kind.surveys 2.43 2.43 2.43 0.41
## kind.other 17.64 0.06 0.06 0.06
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## kind.publications 0.0000 1.0000 1.0000 0.0000
## kind.digital_artefacts 0.0183 1.0000 1.0000 0.0247
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 0.0279 1.0000 1.0000
## kind.surveys 0.0815 0.0074 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 0.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 0.1278 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## kind.publications 1.0000 1.0000 0.4822
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.STUDIE source.UNI source.SHARE source.WHO
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.FPPAEDAGOGIK source.MODE source.SILC
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 0.1278 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.CMVW source.SECO source.TWITTER source.GIS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## kind.publications 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 0.0199 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## kind.publications 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## kind.publications 1.0000 1.0000 1.0000 1.0000
## kind.digital_artefacts 1.0000 1.0000 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000 1.0000 1.0000
## kind.surveys 1.0000 1.0000 1.0000 1.0000
## kind.other 0.0199 1.0000 1.0000 1.0000
##
## [1] "kind x experience"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 34.74
## X^2_S.ij =
## experience.6_15_years experience.0_5_years
## kind.publications 0.01 4.73
## kind.digital_artefacts 2.28 1.89
## kind.numerical_data 0.21 0.27
## kind.surveys 2.78 0.16
## kind.other 0.57 0.12
## experience.16_30_years experience.31__years
## kind.publications 0.65 3.38
## kind.digital_artefacts 1.57 7.12
## kind.numerical_data 1.02 2.43
## kind.surveys 1.69 1.98
## kind.other 1.80 0.08
##
## Bonferroni Adjusted Results:
## p.adj = 0.1521
## p.ij.adj =
## experience.6_15_years experience.0_5_years
## kind.publications 1.0000 0.5912
## kind.digital_artefacts 1.0000 1.0000
## kind.numerical_data 1.0000 1.0000
## kind.surveys 1.0000 1.0000
## kind.other 1.0000 1.0000
## experience.16_30_years experience.31__years
## kind.publications 1.0000 1.0000
## kind.digital_artefacts 1.0000 0.1521
## kind.numerical_data 1.0000 1.0000
## kind.surveys 1.0000 1.0000
## kind.other 1.0000 1.0000
##
## [1] "criteria x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1516.12
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## criteria.metadata 11.76 1.63 0.40 0.15
## criteria.materials 0.85 3.74 0.20 0.37
## criteria.data_quality 0.27 0.42 0.83 0.04
## criteria.raw_data 0.25 1.09 0.20 2.38
## criteria.usability 0.18 0.46 1.33 0.29
## criteria.access 2.07 0.22 1.05 1.34
## criteria.license 2.45 0.21 3.78 2.03
## criteria.trust_source 0.93 0.02 0.02 7.47
## source.DATAOWN source.BFS source.QUANT source.OECD
## criteria.metadata 3.25 5.72 0.20 0.40
## criteria.materials 0.17 0.23 1.86 0.20
## criteria.data_quality 0.13 3.72 0.41 4.88
## criteria.raw_data 2.35 5.27 1.86 1.09
## criteria.usability 2.34 0.00 0.23 0.46
## criteria.access 0.01 2.59 1.93 0.22
## criteria.license 1.98 0.35 0.11 0.21
## criteria.trust_source 0.45 1.87 0.82 2.46
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## criteria.metadata 2.30 0.75 5.07 0.20
## criteria.materials 23.73 1.55 0.54 1.86
## criteria.data_quality 12.43 0.78 0.41 0.41
## criteria.raw_data 4.10 1.55 0.54 0.54
## criteria.usability 0.83 0.08 4.43 0.23
## criteria.access 0.07 1.27 1.93 1.93
## criteria.license 0.10 2.97 0.11 9.44
## criteria.trust_source 3.09 4.82 0.82 0.82
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## criteria.metadata 0.60 0.62 0.06 0.20
## criteria.materials 1.63 1.34 8.54 0.54
## criteria.data_quality 2.06 0.02 1.74 0.41
## criteria.raw_data 1.34 1.63 0.05 1.86
## criteria.usability 0.45 0.69 4.11 0.23
## criteria.access 5.83 1.42 0.07 0.52
## criteria.license 0.32 0.32 0.22 9.44
## criteria.trust_source 0.17 3.71 0.01 1.23
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## criteria.metadata 2.57 0.00 0.20 5.07
## criteria.materials 5.55 0.02 0.54 1.86
## criteria.data_quality 2.62 5.15 0.41 0.41
## criteria.raw_data 0.55 0.02 1.86 0.54
## criteria.usability 0.03 1.85 0.23 0.23
## criteria.access 3.25 1.39 1.93 0.52
## criteria.license 1.34 0.02 0.11 0.11
## criteria.trust_source 0.06 2.39 1.23 1.23
## source.EU source.GAL source.UNCLEAR source.MENOTA
## criteria.metadata 0.20 1.63 1.22 5.07
## criteria.materials 0.54 0.20 0.61 0.54
## criteria.data_quality 0.41 0.83 0.05 2.43
## criteria.raw_data 0.54 0.20 0.61 1.86
## criteria.usability 0.23 0.46 1.39 0.23
## criteria.access 0.52 0.22 0.68 0.52
## criteria.license 0.11 3.78 0.65 0.11
## criteria.trust_source 0.82 0.02 7.51 0.82
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## criteria.metadata 0.60 5.07 0.20 0.20
## criteria.materials 0.00 0.54 0.54 0.54
## criteria.data_quality 0.02 2.43 2.43 2.43
## criteria.raw_data 0.00 1.86 0.54 0.54
## criteria.usability 0.69 0.23 0.23 4.43
## criteria.access 0.00 0.52 1.93 0.52
## criteria.license 11.37 0.11 0.11 0.11
## criteria.trust_source 3.71 0.82 1.23 1.23
## source.GITHUB source.USCENSUS source.NES
## criteria.metadata 5.07 0.40 0.81
## criteria.materials 0.54 0.20 0.18
## criteria.data_quality 0.41 0.83 4.11
## criteria.raw_data 1.86 3.74 0.18
## criteria.usability 0.23 0.46 8.63
## criteria.access 0.52 0.22 0.15
## criteria.license 0.11 0.21 0.43
## criteria.trust_source 1.23 2.46 1.48
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## criteria.metadata 0.20 0.20 0.40 0.20
## criteria.materials 1.86 1.86 1.09 0.54
## criteria.data_quality 0.41 0.41 0.83 2.43
## criteria.raw_data 1.86 0.54 3.74 1.86
## criteria.usability 0.23 0.23 0.46 0.23
## criteria.access 0.52 1.93 3.87 1.93
## criteria.license 0.11 0.11 0.21 0.11
## criteria.trust_source 1.23 1.23 2.46 0.82
## source.KB source.STUDIE source.UNI source.SHARE
## criteria.metadata 0.20 0.20 0.21 0.62
## criteria.materials 1.86 0.54 0.40 5.64
## criteria.data_quality 0.41 2.43 4.11 2.06
## criteria.raw_data 0.54 1.86 2.19 1.63
## criteria.usability 0.23 0.23 0.92 0.45
## criteria.access 0.52 0.52 0.45 0.00
## criteria.license 9.44 0.11 1.11 0.32
## criteria.trust_source 1.23 1.23 1.48 0.17
## source.WHO source.ANES source.HEVE source.VIDEO
## criteria.metadata 0.20 0.40 0.20 0.40
## criteria.materials 0.54 0.20 1.86 0.20
## criteria.data_quality 2.43 0.42 0.41 0.83
## criteria.raw_data 0.54 0.20 1.86 1.09
## criteria.usability 0.23 1.33 0.23 1.33
## criteria.access 1.93 0.22 0.52 1.05
## criteria.license 0.11 0.21 0.11 18.95
## criteria.trust_source 1.23 0.02 1.23 2.46
## source.QOG source.SURVEY source.AUSSDA source.UEGK
## criteria.metadata 0.20 0.04 5.07 0.20
## criteria.materials 1.86 0.06 0.54 1.86
## criteria.data_quality 0.41 0.29 2.43 0.41
## criteria.raw_data 0.54 0.06 0.54 0.54
## criteria.usability 4.43 1.57 0.23 4.43
## criteria.access 1.93 0.08 0.52 1.93
## criteria.license 0.11 0.54 0.11 0.11
## criteria.trust_source 0.82 2.52 0.82 0.82
## source.CIOTS source.WAHLDATEN source.OSF source.TRANSC
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 1.86 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 1.93 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 0.82 1.23
## source.GOOGLE source.ARE source.NCCR
## criteria.metadata 0.81 0.20 0.20
## criteria.materials 0.40 0.54 1.86
## criteria.data_quality 0.85 0.41 0.41
## criteria.raw_data 2.19 0.54 0.54
## criteria.usability 8.63 4.43 4.43
## criteria.access 0.15 1.93 0.52
## criteria.license 0.43 0.11 0.11
## criteria.trust_source 1.48 1.23 1.23
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## criteria.metadata 0.40 0.20 5.07
## criteria.materials 0.20 1.86 1.86
## criteria.data_quality 0.83 0.41 2.43
## criteria.raw_data 3.74 0.54 0.54
## criteria.usability 0.46 0.23 0.23
## criteria.access 0.22 0.52 0.52
## criteria.license 0.21 9.44 0.11
## criteria.trust_source 2.46 1.23 0.82
## source.HI source.SV source.SSSAJ source.AEA
## criteria.metadata 0.20 1.63 0.20 0.40
## criteria.materials 0.54 0.20 1.86 1.09
## criteria.data_quality 0.41 0.42 2.43 0.42
## criteria.raw_data 1.86 1.09 0.54 3.74
## criteria.usability 0.23 1.33 0.23 1.33
## criteria.access 0.52 0.22 0.52 1.05
## criteria.license 9.44 0.21 0.11 0.21
## criteria.trust_source 1.23 0.02 1.23 0.02
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## criteria.metadata 0.40 0.40 0.20 0.20
## criteria.materials 3.74 0.20 0.54 0.54
## criteria.data_quality 0.42 0.42 2.43 0.41
## criteria.raw_data 1.09 0.20 0.54 0.54
## criteria.usability 0.46 1.33 0.23 0.23
## criteria.access 1.05 1.05 0.52 1.93
## criteria.license 3.78 0.21 0.11 0.11
## criteria.trust_source 2.46 0.02 0.82 1.23
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## criteria.metadata 0.00 0.20 5.07
## criteria.materials 0.01 0.54 0.54
## criteria.data_quality 1.28 0.41 0.41
## criteria.raw_data 0.01 1.86 1.86
## criteria.usability 0.90 0.23 4.43
## criteria.access 0.84 1.93 0.52
## criteria.license 0.35 0.11 0.11
## criteria.trust_source 0.06 1.23 0.82
## source.MODE source.SILC source.DATABASEMUSEUM
## criteria.metadata 0.20 0.20 0.62
## criteria.materials 0.54 1.86 0.00
## criteria.data_quality 0.41 2.43 0.02
## criteria.raw_data 1.86 0.54 0.00
## criteria.usability 0.23 0.23 0.69
## criteria.access 1.93 0.52 1.42
## criteria.license 9.44 0.11 1.96
## criteria.trust_source 0.82 1.23 0.58
## source.IMSLP source.INETARCHIVE source.EFD source.WEBSITE
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 0.41 0.41 2.43 2.43
## criteria.raw_data 0.54 0.54 0.54 0.54
## criteria.usability 4.43 4.43 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 1.23 1.23 1.23 1.23
## source.EFS source.LAVATER source.BAG source.FLICKR
## criteria.metadata 0.20 5.07 0.20 5.07
## criteria.materials 1.86 0.54 1.86 1.86
## criteria.data_quality 2.43 0.41 0.41 0.41
## criteria.raw_data 0.54 0.54 1.86 1.86
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 0.52 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
## source.NOTES source.INTERVIEW source.HANDRIT source.DZHW
## criteria.metadata 5.07 5.07 5.07 0.20
## criteria.materials 0.54 0.54 0.54 1.86
## criteria.data_quality 0.41 0.41 2.43 0.41
## criteria.raw_data 0.54 0.54 1.86 0.54
## criteria.usability 4.43 4.43 0.23 0.23
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 0.82 0.82 0.82 1.23
## source.SGG source.HETSL source.HSZK source.SPIN
## criteria.metadata 0.20 5.07 0.20 5.07
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 2.43 0.41 2.43 0.41
## criteria.raw_data 1.86 1.86 0.54 0.54
## criteria.usability 0.23 0.23 4.43 4.43
## criteria.access 0.52 1.93 0.52 0.52
## criteria.license 9.44 0.11 0.11 0.11
## criteria.trust_source 0.82 0.82 1.23 1.23
## source.GBD source.MARPOR source.STUTEXT source.STAPF
## criteria.metadata 0.20 5.07 5.07 0.20
## criteria.materials 1.86 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 0.41
## criteria.raw_data 0.54 0.54 0.54 1.86
## criteria.usability 0.23 0.23 4.43 0.23
## criteria.access 1.93 1.93 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 0.82 0.82 1.23
## source.STUDPLANTI source.THESES source.WBDATA source.SSRN
## criteria.metadata 5.07 0.40 0.20 0.20
## criteria.materials 0.54 1.09 1.86 1.86
## criteria.data_quality 0.41 0.42 0.41 0.41
## criteria.raw_data 0.54 3.74 1.86 0.54
## criteria.usability 4.43 0.46 0.23 0.23
## criteria.access 1.93 0.22 0.52 0.52
## criteria.license 0.11 0.21 0.11 0.11
## criteria.trust_source 0.82 2.46 1.23 1.23
## source.PRIO source.GDELT source.EINKIK source.DATAJOURNAL
## criteria.metadata 0.20 0.20 5.07 0.20
## criteria.materials 1.86 0.54 0.54 1.86
## criteria.data_quality 0.41 0.41 2.43 0.41
## criteria.raw_data 0.54 1.86 1.86 0.54
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 1.93 0.52 0.52 0.52
## criteria.license 0.11 9.44 0.11 9.44
## criteria.trust_source 0.82 1.23 0.82 1.23
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 1.86 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 0.41
## criteria.raw_data 0.54 1.86 1.86 1.86
## criteria.usability 4.43 0.23 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 9.44
## criteria.trust_source 1.23 1.23 1.23 0.82
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## criteria.metadata 0.20 0.20 0.20 0.40
## criteria.materials 0.54 0.54 0.54 0.20
## criteria.data_quality 2.43 0.41 2.43 0.83
## criteria.raw_data 1.86 0.54 0.54 0.20
## criteria.usability 0.23 0.23 0.23 0.46
## criteria.access 1.93 1.93 1.93 3.87
## criteria.license 0.11 0.11 0.11 0.21
## criteria.trust_source 0.82 1.23 1.23 2.46
## source.CMVW source.SECO source.TWITTER source.GIS
## criteria.metadata 0.20 0.20 5.07 0.20
## criteria.materials 0.54 0.54 0.54 0.54
## criteria.data_quality 0.41 2.43 0.41 0.41
## criteria.raw_data 1.86 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 4.43
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 9.44 0.11 0.11 9.44
## criteria.trust_source 0.82 1.23 1.23 1.23
## source.KAGGLE source.GETTY source.ACAD source.DGD
## criteria.metadata 1.63 0.20 0.20 0.20
## criteria.materials 0.20 0.54 0.54 0.54
## criteria.data_quality 0.42 2.43 0.41 2.43
## criteria.raw_data 3.74 1.86 0.54 0.54
## criteria.usability 0.46 0.23 0.23 4.43
## criteria.access 0.22 0.52 1.93 0.52
## criteria.license 0.21 0.11 9.44 0.11
## criteria.trust_source 1.65 1.23 1.23 1.23
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## criteria.metadata 5.07 5.07 0.20 0.20 5.07
## criteria.materials 0.54 0.54 1.86 0.54 1.86
## criteria.data_quality 0.41 0.41 0.41 2.43 2.43
## criteria.raw_data 0.54 0.54 1.86 1.86 0.54
## criteria.usability 4.43 4.43 0.23 0.23 0.23
## criteria.access 0.52 0.52 0.52 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 1.23 0.82
## source.WVS source.INTORG source.AVAM
## criteria.metadata 0.40 0.20 0.20
## criteria.materials 0.20 1.86 0.54
## criteria.data_quality 4.88 0.41 2.43
## criteria.raw_data 0.20 0.54 1.86
## criteria.usability 8.90 0.23 0.23
## criteria.access 1.05 0.52 0.52
## criteria.license 0.21 0.11 0.11
## criteria.trust_source 1.65 1.23 1.23
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## criteria.metadata 0.40 0.20 0.20
## criteria.materials 0.20 1.86 0.54
## criteria.data_quality 0.83 0.41 2.43
## criteria.raw_data 0.20 1.86 1.86
## criteria.usability 1.33 0.23 0.23
## criteria.access 0.22 0.52 1.93
## criteria.license 0.21 0.11 0.11
## criteria.trust_source 2.46 1.23 0.82
## source.NETMETRIX source.THDS source.ANFP source.NSD
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 1.86
## criteria.data_quality 0.41 2.43 0.41 0.41
## criteria.raw_data 0.54 0.54 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 1.93 1.93 0.52 1.93
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 1.23
## source.LIBCON source.RISM source.CSURF source.SAGA
## criteria.metadata 5.07 0.20 0.20 5.07
## criteria.materials 1.86 0.54 0.54 0.54
## criteria.data_quality 0.41 0.41 2.43 2.43
## criteria.raw_data 1.86 0.54 0.54 1.86
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 0.52 1.93 1.93 0.52
## criteria.license 0.11 9.44 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
## source.HSSO source.SUCHTMONITORING source.LFE
## criteria.metadata 0.20 0.20 0.20
## criteria.materials 1.86 1.86 1.86
## criteria.data_quality 0.41 0.41 0.41
## criteria.raw_data 1.86 1.86 0.54
## criteria.usability 0.23 0.23 4.43
## criteria.access 0.52 0.52 1.93
## criteria.license 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 0.82
## source.DATABASE source.MEGUID source.CHES source.PYS
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 1.86 0.54 0.54
## criteria.usability 0.23 4.43 4.43 0.23
## criteria.access 0.52 0.52 0.52 0.52
## criteria.license 9.44 0.11 0.11 0.11
## criteria.trust_source 1.23 0.82 1.23 0.82
## source.REG source.SMASH02 source.HBSC source.DVD
## criteria.metadata 0.20 0.20 0.20 0.20
## criteria.materials 0.54 0.54 1.86 0.54
## criteria.data_quality 0.41 2.43 0.41 2.43
## criteria.raw_data 1.86 0.54 1.86 1.86
## criteria.usability 0.23 0.23 0.23 4.43
## criteria.access 1.93 1.93 0.52 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 1.23 1.23 1.23 0.82
## source.SNC source.JOBADS source.TAX source.VS
## criteria.metadata 5.07 0.20 0.20 0.20
## criteria.materials 1.86 0.54 0.54 0.54
## criteria.data_quality 2.43 2.43 0.41 2.43
## criteria.raw_data 0.54 1.86 1.86 0.54
## criteria.usability 0.23 0.23 0.23 0.23
## criteria.access 0.52 0.52 1.93 0.52
## criteria.license 0.11 0.11 0.11 0.11
## criteria.trust_source 0.82 1.23 1.23 0.82
##
## Bonferroni Adjusted Results:
## p.adj = 0.0013
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## criteria.metadata 0.7202 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 0.0013 1.0000 1.0000 1.0000
## criteria.data_quality 0.5026 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EU source.GAL source.UNCLEAR source.MENOTA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 0.8913 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GITHUB source.USCENSUS source.NES
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.KB source.STUDIE source.UNI source.SHARE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.WHO source.ANES source.HEVE source.VIDEO
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 0.0160
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.QOG source.SURVEY source.AUSSDA source.UEGK
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.CIOTS source.WAHLDATEN source.OSF source.TRANSC
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GOOGLE source.ARE source.NCCR
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.BILDUNGSTATKTZH source.DTA source.DATABASEPIC
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.HI source.SV source.SSSAJ source.AEA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.ADDHEALTH source.USBLS source.BJS source.WEMF
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.DATAGOVE source.DODIS source.FPPAEDAGOGIK
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.MODE source.SILC source.DATABASEMUSEUM
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.IMSLP source.INETARCHIVE source.EFD source.WEBSITE
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EFS source.LAVATER source.BAG source.FLICKR
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.NOTES source.INTERVIEW source.HANDRIT source.DZHW
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SGG source.HETSL source.HSZK source.SPIN
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.GBD source.MARPOR source.STUTEXT source.STAPF
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.STUDPLANTI source.THESES source.WBDATA source.SSRN
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.PRIO source.GDELT source.EINKIK source.DATAJOURNAL
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.CMVW source.SECO source.TWITTER source.GIS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## criteria.metadata 1.0000 1.0000 1.0000 1.0000
## criteria.materials 1.0000 1.0000 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000 1.0000 1.0000
## criteria.raw_data 1.0000 1.0000 1.0000 1.0000
## criteria.usability 1.0000 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000 1.0000
## criteria.trust_source 1.0000 1.0000 1.0000 1.0000
##
## [1] "criteria x purpose"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 288.55
## X^2_S.ij =
## purpose.integration purpose.teaching purpose.other
## criteria.metadata 5.35 0.22 0.22
## criteria.materials 26.69 5.66 1.73
## criteria.data_quality 26.08 3.65 1.04
## criteria.raw_data 26.69 7.13 0.37
## criteria.usability 3.14 0.10 8.52
## criteria.access 17.45 1.90 0.00
## criteria.license 8.25 1.05 0.02
## criteria.trust_source 45.48 17.73 0.51
## purpose.inspiration purpose.verification
## criteria.metadata 5.45 2.26
## criteria.materials 0.39 1.58
## criteria.data_quality 0.52 1.19
## criteria.raw_data 5.57 2.86
## criteria.usability 22.15 1.37
## criteria.access 4.95 3.19
## criteria.license 1.65 1.11
## criteria.trust_source 8.70 0.91
## purpose.replication
## criteria.metadata 0.12
## criteria.materials 0.17
## criteria.data_quality 1.94
## criteria.raw_data 10.28
## criteria.usability 2.34
## criteria.access 0.24
## criteria.license 0.16
## criteria.trust_source 0.45
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## purpose.integration purpose.teaching purpose.other
## criteria.metadata 0.9973 1.0000 1.0000
## criteria.materials 0.0000 0.8345 1.0000
## criteria.data_quality 0.0000 1.0000 1.0000
## criteria.raw_data 0.0000 0.3638 1.0000
## criteria.usability 1.0000 1.0000 0.1685
## criteria.access 0.0014 1.0000 1.0000
## criteria.license 0.1954 1.0000 1.0000
## criteria.trust_source 0.0000 0.0012 1.0000
## purpose.inspiration purpose.verification
## criteria.metadata 0.9412 1.0000
## criteria.materials 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000
## criteria.raw_data 0.8767 1.0000
## criteria.usability 0.0001 1.0000
## criteria.access 1.0000 1.0000
## criteria.license 1.0000 1.0000
## criteria.trust_source 0.1524 1.0000
## purpose.replication
## criteria.metadata 1.0000
## criteria.materials 1.0000
## criteria.data_quality 1.0000
## criteria.raw_data 0.0645
## criteria.usability 1.0000
## criteria.access 1.0000
## criteria.license 1.0000
## criteria.trust_source 1.0000
##
## [1] "researchfield x data_reuse"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 104.33
## X^2_S.ij =
## data_reuse.Yes data_reuse.No
## researchfield.archaeology 1.53 1.53
## researchfield.architecture 0.30 0.30
## researchfield.art 2.80 2.80
## researchfield.economics 1.81 1.81
## researchfield.education 1.53 1.53
## researchfield.ethnology 2.40 2.40
## researchfield.geography 0.03 0.03
## researchfield.health 1.35 1.35
## researchfield.history 0.64 0.64
## researchfield.law 0.18 0.18
## researchfield.linguistics 3.45 3.45
## researchfield.literature 3.77 3.77
## researchfield.media_comm 0.52 0.52
## researchfield.philosophy 0.60 0.60
## researchfield.politics 3.95 3.95
## researchfield.psychology 24.47 24.47
## researchfield.sociology 0.00 0.00
## researchfield.theology 0.12 0.12
## researchfield.other 2.70 2.70
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## data_reuse.Yes data_reuse.No
## researchfield.archaeology 1 1
## researchfield.architecture 1 1
## researchfield.art 1 1
## researchfield.economics 1 1
## researchfield.education 1 1
## researchfield.ethnology 1 1
## researchfield.geography 1 1
## researchfield.health 1 1
## researchfield.history 1 1
## researchfield.law 1 1
## researchfield.linguistics 1 1
## researchfield.literature 1 1
## researchfield.media_comm 1 1
## researchfield.philosophy 1 1
## researchfield.politics 1 1
## researchfield.psychology 0 0
## researchfield.sociology 1 1
## researchfield.theology 1 1
## researchfield.other 1 1
##
## [1] "experience x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 553.8
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## experience.6_15_years 0.47 1.24 0.12 0.03
## experience.0_5_years 2.04 0.69 0.69 1.75
## experience.16_30_years 3.82 0.52 0.52 0.25
## experience.31__years 0.08 4.00 0.20 9.34
## source.DATAOWN source.BFS source.QUANT source.OECD
## experience.6_15_years 0.15 0.10 0.62 0.12
## experience.0_5_years 1.22 0.24 0.34 0.64
## experience.16_30_years 1.29 0.10 2.67 0.76
## experience.31__years 0.32 0.47 0.10 0.20
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## experience.6_15_years 0.52 0.07 1.63 1.63
## experience.0_5_years 2.75 0.47 0.34 0.34
## experience.16_30_years 0.06 0.88 0.38 0.38
## experience.31__years 2.73 0.73 0.10 0.10
## source.SOEP source.ARCHIVE source.ESS
## experience.6_15_years 0.03 0.03 1.24
## experience.0_5_years 0.10 1.03 1.32
## experience.16_30_years 0.06 2.37 0.89
## experience.31__years 0.31 0.31 1.73
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## experience.6_15_years 0.62 0.12 2.45
## experience.0_5_years 0.34 0.50 0.42
## experience.16_30_years 2.67 1.31 1.31
## experience.31__years 0.10 0.01 0.01
## source.NTVMR source.QUEST source.EU source.GAL
## experience.6_15_years 1.63 1.63 0.62 1.24
## experience.0_5_years 0.34 0.34 2.95 0.64
## experience.16_30_years 0.38 0.38 0.38 0.52
## experience.31__years 0.10 0.10 0.10 0.20
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## experience.6_15_years 0.06 0.62 1.87
## experience.0_5_years 0.25 2.95 0.10
## experience.16_30_years 0.11 0.38 0.06
## experience.31__years 0.41 0.10 2.10
## source.FRANTEXT source.BES source.AGD source.GITHUB
## experience.6_15_years 0.62 0.62 0.62 1.63
## experience.0_5_years 0.34 2.95 0.34 0.34
## experience.16_30_years 2.67 0.38 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.USCENSUS source.NES source.MYPERSONALITY
## experience.6_15_years 0.12 0.29 1.63
## experience.0_5_years 0.69 1.30 0.34
## experience.16_30_years 0.52 1.53 0.38
## experience.31__years 0.20 1.21 0.10
## source.NCD source.GSS source.UKDS source.KB
## experience.6_15_years 0.62 1.24 0.62 0.62
## experience.0_5_years 0.34 0.69 0.34 0.34
## experience.16_30_years 2.67 0.52 2.67 2.67
## experience.31__years 0.10 4.00 0.10 0.10
## source.STUDIE source.UNI source.SHARE source.WHO
## experience.6_15_years 1.63 2.35 0.03 1.63
## experience.0_5_years 0.34 0.00 0.10 0.34
## experience.16_30_years 0.38 1.53 0.06 0.38
## experience.31__years 0.10 0.41 0.31 0.10
## source.ANES source.HEVE source.VIDEO source.QOG
## experience.6_15_years 0.12 1.63 3.28 0.62
## experience.0_5_years 0.64 0.34 0.69 0.34
## experience.16_30_years 0.76 0.38 0.76 2.67
## experience.31__years 0.20 0.10 0.20 0.10
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## experience.6_15_years 1.04 1.63 0.62 1.63
## experience.0_5_years 1.73 0.34 2.95 0.34
## experience.16_30_years 0.14 0.38 0.38 0.38
## experience.31__years 0.71 0.10 0.10 0.10
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## experience.6_15_years 1.63 0.62 1.63 0.29
## experience.0_5_years 0.34 2.95 0.34 0.00
## experience.16_30_years 0.38 0.38 0.38 1.05
## experience.31__years 0.10 0.10 0.10 0.41
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## experience.6_15_years 0.62 1.63 0.12 0.62
## experience.0_5_years 2.95 0.34 0.69 0.34
## experience.16_30_years 0.38 0.38 0.52 2.67
## experience.31__years 0.10 0.10 0.20 0.10
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## experience.6_15_years 0.62 1.63 3.28 0.62
## experience.0_5_years 0.34 0.34 0.69 0.34
## experience.16_30_years 0.38 0.38 0.76 0.38
## experience.31__years 9.87 0.10 0.20 9.87
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## experience.6_15_years 0.12 1.24 1.24 1.63
## experience.0_5_years 0.64 0.64 5.92 0.34
## experience.16_30_years 0.76 0.52 0.76 0.38
## experience.31__years 0.20 0.20 0.20 0.10
## source.WEMF source.DATAGOVE source.DODIS
## experience.6_15_years 1.63 0.06 1.63
## experience.0_5_years 0.34 2.09 0.34
## experience.16_30_years 0.38 1.59 0.38
## experience.31__years 0.10 0.41 0.10
## source.FPPAEDAGOGIK source.MODE source.SILC
## experience.6_15_years 1.63 0.62 1.63
## experience.0_5_years 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## experience.6_15_years 0.03 0.62 0.62
## experience.0_5_years 1.03 0.34 0.34
## experience.16_30_years 2.37 2.67 2.67
## experience.31__years 0.31 0.10 0.10
## source.EFD source.WEBSITE source.EFS source.LAVATER
## experience.6_15_years 1.63 0.62 0.62 0.62
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38 2.67
## experience.31__years 0.10 9.87 0.10 0.10
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.HANDRIT source.DZHW source.SGG source.HETSL
## experience.6_15_years 0.62 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34 0.34
## experience.16_30_years 0.38 2.67 0.38 0.38
## experience.31__years 0.10 0.10 0.10 9.87
## source.HSZK source.SPIN source.GBD source.MARPOR
## experience.6_15_years 0.62 1.63 0.62 1.63
## experience.0_5_years 0.34 0.34 0.34 0.34
## experience.16_30_years 2.67 0.38 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.STUTEXT source.STAPF source.STUDPLANTI
## experience.6_15_years 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10
## source.THESES source.WBDATA source.SSRN source.PRIO
## experience.6_15_years 0.12 0.62 0.62 0.62
## experience.0_5_years 0.69 2.95 0.34 0.34
## experience.16_30_years 0.52 0.38 2.67 2.67
## experience.31__years 0.20 0.10 0.10 0.10
## source.GDELT source.EINKIK source.DATAJOURNAL
## experience.6_15_years 0.62 1.63 0.62
## experience.0_5_years 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 2.95 2.95 2.95
## experience.16_30_years 0.38 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## experience.6_15_years 1.63 1.63 1.63 1.24
## experience.0_5_years 0.34 0.34 0.34 0.69
## experience.16_30_years 0.38 0.38 0.38 0.76
## experience.31__years 0.10 0.10 0.10 19.82
## source.CMVW source.SECO source.TWITTER source.GIS
## experience.6_15_years 0.62 1.63 0.62 0.62
## experience.0_5_years 2.95 0.34 0.34 0.34
## experience.16_30_years 0.38 0.38 2.67 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.KAGGLE source.GETTY source.ACAD source.DGD
## experience.6_15_years 1.24 0.62 0.62 0.62
## experience.0_5_years 0.64 0.34 0.34 0.34
## experience.16_30_years 0.52 2.67 2.67 2.67
## experience.31__years 0.20 0.10 0.10 0.10
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## experience.6_15_years 1.63 1.63 0.62 1.63 1.63
## experience.0_5_years 0.34 0.34 2.95 0.34 0.34
## experience.16_30_years 0.38 0.38 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10 0.10
## source.WVS source.INTORG source.AVAM
## experience.6_15_years 1.24 0.62 1.63
## experience.0_5_years 5.92 0.34 0.34
## experience.16_30_years 0.76 2.67 0.38
## experience.31__years 0.20 0.10 0.10
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## experience.6_15_years 3.28 0.62 1.63
## experience.0_5_years 0.69 2.95 0.34
## experience.16_30_years 0.76 0.38 0.38
## experience.31__years 0.20 0.10 0.10
## source.NETMETRIX source.THDS source.ANFP source.NSD
## experience.6_15_years 1.63 1.63 0.62 0.62
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 0.38 0.38 0.38 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.LIBCON source.RISM source.CSURF source.SAGA
## experience.6_15_years 0.62 0.62 0.62 0.62
## experience.0_5_years 2.95 0.34 0.34 2.95
## experience.16_30_years 0.38 2.67 2.67 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.HSSO source.SUCHTMONITORING source.LFE
## experience.6_15_years 1.63 1.63 0.62
## experience.0_5_years 0.34 0.34 2.95
## experience.16_30_years 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10
## source.DATABASE source.MEGUID source.CHES source.PYS
## experience.6_15_years 0.62 0.62 0.62 1.63
## experience.0_5_years 0.34 2.95 2.95 0.34
## experience.16_30_years 2.67 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
## source.REG source.SMASH02 source.HBSC source.DVD
## experience.6_15_years 1.63 0.62 1.63 0.62
## experience.0_5_years 0.34 0.34 0.34 0.34
## experience.16_30_years 0.38 2.67 0.38 2.67
## experience.31__years 0.10 0.10 0.10 0.10
## source.SNC source.JOBADS source.TAX source.VS
## experience.6_15_years 0.62 1.63 0.62 1.63
## experience.0_5_years 0.34 0.34 2.95 0.34
## experience.16_30_years 2.67 0.38 0.38 0.38
## experience.31__years 0.10 0.10 0.10 0.10
##
## Bonferroni Adjusted Results:
## p.adj = 0.0051
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.RESEARCHGATE source.GESIS source.DATAOTHER
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NTVMR source.QUEST source.EU source.GAL
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.UNCLEAR source.MENOTA source.DATABASEDIV
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.FRANTEXT source.BES source.AGD source.GITHUB
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.USCENSUS source.NES source.MYPERSONALITY
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NCD source.GSS source.UKDS source.KB
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.STUDIE source.UNI source.SHARE source.WHO
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.FPPAEDAGOGIK source.MODE source.SILC
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.VDEM source.SSLS source.IMPUS source.EPERIODICA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.EHA source.MEDIAPULSE source.CESAR source.RECORD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 0.0051
## source.CMVW source.SECO source.TWITTER source.GIS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.KAGGLE source.GETTY source.ACAD source.DGD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.TARKI source.FHS source.DOC source.QJE source.HLS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000 1.0000
## source.WVS source.INTORG source.AVAM
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.GEMEINDEFORSCHUNG source.UNKNOWN source.DAB
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.NETMETRIX source.THDS source.ANFP source.NSD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.LIBCON source.RISM source.CSURF source.SAGA
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.HSSO source.SUCHTMONITORING source.LFE
## experience.6_15_years 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## source.DATABASE source.MEGUID source.CHES source.PYS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.REG source.SMASH02 source.HBSC source.DVD
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
## source.SNC source.JOBADS source.TAX source.VS
## experience.6_15_years 1.0000 1.0000 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000 1.0000 1.0000
## experience.31__years 1.0000 1.0000 1.0000 1.0000
##
## [1] "experience x purpose"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 39.21
## X^2_S.ij =
## purpose.integration purpose.teaching purpose.other
## experience.6_15_years 0.16 0.76 5.73
## experience.0_5_years 2.91 5.05 4.48
## experience.16_30_years 1.41 9.02 0.17
## experience.31__years 2.00 0.05 0.04
## purpose.inspiration purpose.verification
## experience.6_15_years 0.11 0.80
## experience.0_5_years 0.06 0.58
## experience.16_30_years 0.10 0.95
## experience.31__years 0.20 1.31
## purpose.replication
## experience.6_15_years 2.21
## experience.0_5_years 0.53
## experience.16_30_years 0.29
## experience.31__years 0.32
##
## Bonferroni Adjusted Results:
## p.adj = 0.0642
## p.ij.adj =
## purpose.integration purpose.teaching purpose.other
## experience.6_15_years 1.0000 1.0000 0.3997
## experience.0_5_years 1.0000 0.5925 0.8228
## experience.16_30_years 1.0000 0.0642 1.0000
## experience.31__years 1.0000 1.0000 1.0000
## purpose.inspiration purpose.verification
## experience.6_15_years 1.0000 1.0000
## experience.0_5_years 1.0000 1.0000
## experience.16_30_years 1.0000 1.0000
## experience.31__years 1.0000 1.0000
## purpose.replication
## experience.6_15_years 1.0000
## experience.0_5_years 1.0000
## experience.16_30_years 1.0000
## experience.31__years 1.0000
##
## [1] "purpose x source"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 1272.37
## X^2_S.ij =
## source.LIT source.ECODICES source.REPOS source.DIV
## purpose.integration 7.50 1.03 1.03 6.58
## purpose.teaching 5.78 0.52 0.52 8.98
## purpose.other 1.27 0.07 0.07 0.86
## purpose.inspiration 16.71 0.69 0.64 5.11
## purpose.verification 12.03 0.22 0.22 0.35
## purpose.replication 4.19 0.12 0.12 0.49
## source.DATAOWN source.BFS source.QUANT source.OECD
## purpose.integration 5.25 12.41 0.51 1.03
## purpose.teaching 1.29 0.29 2.67 0.52
## purpose.other 0.49 0.01 0.04 0.07
## purpose.inspiration 1.80 0.00 0.34 0.69
## purpose.verification 1.77 1.28 0.11 0.22
## purpose.replication 0.02 0.47 16.40 0.12
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## purpose.integration 14.52 3.68 1.96 0.51
## purpose.teaching 10.80 0.88 2.67 0.38
## purpose.other 2.89 0.26 0.04 0.04
## purpose.inspiration 0.38 0.04 2.95 0.34
## purpose.verification 0.50 0.80 9.03 0.11
## purpose.replication 0.63 0.44 0.06 0.06
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## purpose.integration 1.55 1.55 3.47 0.51
## purpose.teaching 2.37 0.06 2.32 0.38
## purpose.other 0.11 0.11 4.17 0.04
## purpose.inspiration 0.10 0.10 1.32 2.95
## purpose.verification 0.34 1.84 1.89 0.11
## purpose.replication 0.19 0.19 1.42 0.06
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## purpose.integration 3.66 3.66 0.51 0.51
## purpose.teaching 0.23 9.82 0.38 2.67
## purpose.other 0.89 0.89 0.04 0.04
## purpose.inspiration 0.00 7.21 2.95 0.34
## purpose.verification 1.40 7.61 0.11 9.03
## purpose.replication 0.77 2.75 0.06 0.06
## source.EU source.GAL source.UNCLEAR source.MENOTA
## purpose.integration 0.51 1.03 3.14 0.51
## purpose.teaching 0.38 0.76 9.71 2.67
## purpose.other 0.04 0.07 0.22 0.04
## purpose.inspiration 0.34 0.69 5.53 0.34
## purpose.verification 0.11 0.22 0.30 0.11
## purpose.replication 0.06 0.12 0.38 0.06
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## purpose.integration 1.55 0.51 0.51 0.51
## purpose.teaching 2.37 0.38 0.38 2.67
## purpose.other 0.11 0.04 0.04 0.04
## purpose.inspiration 8.92 0.34 0.34 0.34
## purpose.verification 0.34 0.11 0.11 0.11
## purpose.replication 0.19 0.06 0.06 0.06
## source.GITHUB source.USCENSUS source.NES
## purpose.integration 1.96 1.03 2.08
## purpose.teaching 0.38 0.76 0.01
## purpose.other 0.04 13.06 26.33
## purpose.inspiration 2.95 0.69 1.30
## purpose.verification 0.11 0.22 0.45
## purpose.replication 0.06 0.12 2.76
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## purpose.integration 0.51 0.51 0.23 0.51
## purpose.teaching 0.38 0.38 0.76 2.67
## purpose.other 0.04 0.04 56.21 0.04
## purpose.inspiration 0.34 0.34 0.69 0.34
## purpose.verification 0.11 0.11 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.KB source.STUDIE source.UNI source.SHARE source.WHO
## purpose.integration 0.51 0.51 2.08 0.00 0.51
## purpose.teaching 2.67 0.38 1.53 1.14 0.38
## purpose.other 0.04 0.04 0.15 8.10 0.04
## purpose.inspiration 2.95 0.34 1.38 1.03 0.34
## purpose.verification 0.11 9.03 0.45 0.34 0.11
## purpose.replication 0.06 0.06 0.25 0.19 0.06
## source.ANES source.HEVE source.VIDEO source.QOG
## purpose.integration 1.03 0.51 0.23 0.51
## purpose.teaching 5.37 2.67 0.52 2.67
## purpose.other 13.06 0.04 0.07 0.04
## purpose.inspiration 0.64 0.34 0.64 0.34
## purpose.verification 0.22 0.11 0.22 0.11
## purpose.replication 0.12 0.06 0.12 0.06
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## purpose.integration 2.61 0.51 1.96 0.51
## purpose.teaching 0.41 0.38 0.38 0.38
## purpose.other 0.18 0.04 28.00 0.04
## purpose.inspiration 0.08 0.34 0.34 0.34
## purpose.verification 0.57 0.11 0.11 0.11
## purpose.replication 1.90 0.06 0.06 0.06
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## purpose.integration 0.51 0.51 1.96 2.08
## purpose.teaching 0.38 2.67 2.67 4.65
## purpose.other 0.04 0.04 0.04 5.64
## purpose.inspiration 0.34 0.34 0.34 5.28
## purpose.verification 0.11 0.11 0.11 0.45
## purpose.replication 0.06 16.40 0.06 2.76
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## purpose.integration 1.96 0.51 1.03 0.51
## purpose.teaching 0.38 2.67 0.52 0.38
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 2.95 0.69 2.95
## purpose.verification 9.03 0.11 0.22 0.11
## purpose.replication 0.06 0.06 7.25 0.06
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## purpose.integration 0.51 0.51 1.03 0.51
## purpose.teaching 0.38 0.38 0.52 2.67
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 0.34 0.69 0.34
## purpose.verification 0.11 0.11 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## purpose.integration 1.03 1.03 1.03 0.51
## purpose.teaching 0.52 0.76 0.76 0.38
## purpose.other 0.07 0.07 0.07 0.04
## purpose.inspiration 5.92 0.64 0.64 0.34
## purpose.verification 0.22 0.22 0.22 0.11
## purpose.replication 7.25 0.12 7.25 0.06
## source.WEMF source.DATAGOVE source.DODIS
## purpose.integration 0.51 3.14 1.96
## purpose.teaching 0.38 1.59 2.67
## purpose.other 0.04 0.22 0.04
## purpose.inspiration 0.34 0.20 2.95
## purpose.verification 0.11 0.68 0.11
## purpose.replication 0.06 1.34 16.40
## source.FPPAEDAGOGIK source.MODE source.SILC
## purpose.integration 0.51 1.96 0.51
## purpose.teaching 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 2.95 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## purpose.integration 1.55 0.51 0.51
## purpose.teaching 2.37 2.67 2.67
## purpose.other 0.11 0.04 0.04
## purpose.inspiration 2.73 2.95 2.95
## purpose.verification 0.34 0.11 0.11
## purpose.replication 0.19 0.06 0.06
## source.EFD source.WEBSITE source.EFS source.LAVATER
## purpose.integration 0.51 0.51 1.96 0.51
## purpose.teaching 2.67 2.67 0.38 0.38
## purpose.other 0.04 0.04 28.00 0.04
## purpose.inspiration 0.34 2.95 0.34 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 2.95 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.HANDRIT source.DZHW source.SGG source.HETSL
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 2.67 2.67 2.67
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 2.95
## purpose.verification 0.11 0.11 0.11 9.03
## purpose.replication 0.06 0.06 0.06 0.06
## source.HSZK source.SPIN source.GBD source.MARPOR
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.STUTEXT source.STAPF source.STUDPLANTI
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 2.95
## purpose.verification 0.11 0.11 0.11
## purpose.replication 16.40 0.06 0.06
## source.THESES source.WBDATA source.SSRN source.PRIO
## purpose.integration 1.03 0.51 0.51 0.51
## purpose.teaching 0.52 0.38 2.67 2.67
## purpose.other 0.07 0.04 0.04 0.04
## purpose.inspiration 0.69 2.95 2.95 0.34
## purpose.verification 3.58 0.11 0.11 0.11
## purpose.replication 0.12 0.06 0.06 0.06
## source.GDELT source.EINKIK source.DATAJOURNAL source.VDEM
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 0.38 0.38 0.38
## purpose.other 0.04 0.04 0.04 28.00
## purpose.inspiration 0.34 0.34 2.95 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 16.40
## source.SSLS source.IMPUS source.EPERIODICA source.EHA
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 2.67
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.MEDIAPULSE source.CESAR source.RECORD source.CMVW
## purpose.integration 0.51 0.51 1.03 1.96
## purpose.teaching 0.38 0.38 0.52 0.38
## purpose.other 0.04 0.04 0.07 0.04
## purpose.inspiration 0.34 0.34 5.92 2.95
## purpose.verification 0.11 9.03 0.22 0.11
## purpose.replication 0.06 0.06 0.12 0.06
## source.SECO source.TWITTER source.GIS source.KAGGLE
## purpose.integration 0.51 0.51 0.51 1.03
## purpose.teaching 2.67 2.67 2.67 0.52
## purpose.other 0.04 0.04 0.04 0.07
## purpose.inspiration 0.34 0.34 2.95 0.69
## purpose.verification 0.11 0.11 0.11 0.22
## purpose.replication 0.06 0.06 0.06 0.12
## source.GETTY source.ACAD source.DGD source.TARKI
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 2.67 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 0.34 2.95
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.FHS source.DOC source.QJE source.HLS source.WVS
## purpose.integration 0.51 0.51 0.51 0.51 0.23
## purpose.teaching 0.38 2.67 2.67 0.38 5.37
## purpose.other 0.04 0.04 0.04 0.04 13.06
## purpose.inspiration 2.95 0.34 2.95 0.34 5.92
## purpose.verification 0.11 0.11 0.11 0.11 0.22
## purpose.replication 0.06 0.06 0.06 0.06 0.12
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## purpose.integration 0.51 0.51 0.23
## purpose.teaching 2.67 0.38 0.52
## purpose.other 0.04 0.04 0.07
## purpose.inspiration 2.95 0.34 0.64
## purpose.verification 0.11 0.11 3.58
## purpose.replication 0.06 0.06 0.12
## source.UNKNOWN source.DAB source.NETMETRIX source.THDS
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11 9.03
## purpose.replication 0.06 0.06 0.06 0.06
## source.ANFP source.NSD source.LIBCON source.RISM
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38 0.38
## purpose.other 0.04 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34 0.34
## purpose.verification 9.03 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.CSURF source.SAGA source.HSSO
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 2.67 2.67 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
## source.SUCHTMONITORING source.LFE source.DATABASE
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 2.67
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 0.34 2.95 0.34
## purpose.verification 9.03 0.11 0.11
## purpose.replication 0.06 0.06 16.40
## source.MEGUID source.CHES source.PYS source.REG
## purpose.integration 0.51 0.51 0.51 0.51
## purpose.teaching 2.67 0.38 0.38 2.67
## purpose.other 28.00 28.00 0.04 0.04
## purpose.inspiration 2.95 2.95 0.34 0.34
## purpose.verification 0.11 0.11 0.11 0.11
## purpose.replication 0.06 16.40 0.06 0.06
## source.SMASH02 source.HBSC source.DVD source.SNC
## purpose.integration 0.51 0.51 0.51 1.96
## purpose.teaching 2.67 2.67 2.67 0.38
## purpose.other 0.04 0.04 0.04 28.00
## purpose.inspiration 2.95 0.34 2.95 0.34
## purpose.verification 0.11 9.03 0.11 0.11
## purpose.replication 0.06 0.06 0.06 0.06
## source.JOBADS source.TAX source.VS
## purpose.integration 0.51 0.51 0.51
## purpose.teaching 0.38 2.67 0.38
## purpose.other 0.04 0.04 0.04
## purpose.inspiration 0.34 0.34 0.34
## purpose.verification 0.11 0.11 0.11
## purpose.replication 0.06 0.06 0.06
##
## Bonferroni Adjusted Results:
## p.adj < 0.0001
## p.ij.adj =
## source.LIT source.ECODICES source.REPOS source.DIV
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 0.0389 1.0000 1.0000 1.0000
## purpose.verification 0.4692 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATAOWN source.BFS source.QUANT source.OECD
## purpose.integration 1.0000 0.3815 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459 1.0000
## source.FORS source.DATABASELIT source.SSRQ source.KTZH
## purpose.integration 0.1237 1.0000 1.0000 1.0000
## purpose.teaching 0.9051 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SOEP source.ARCHIVE source.ESS source.RESEARCHGATE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GESIS source.DATAOTHER source.NTVMR source.QUEST
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.EU source.GAL source.UNCLEAR source.MENOTA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATABASEDIV source.FRANTEXT source.BES source.AGD
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GITHUB source.USCENSUS source.NES
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 0.2693 0.0003
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.MYPERSONALITY source.NCD source.GSS source.UKDS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.KB source.STUDIE source.UNI source.SHARE source.WHO
## purpose.integration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000 1.0000
## source.ANES source.HEVE source.VIDEO source.QOG
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 0.2693 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SURVEY source.AUSSDA source.UEGK source.CIOTS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0001 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.WAHLDATEN source.OSF source.TRANSC source.GOOGLE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 0.0459 1.0000 1.0000
## source.ARE source.NCCR source.BILDUNGSTATKTZH source.DTA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.DATABASEPIC source.HI source.SV source.SSSAJ
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.AEA source.ADDHEALTH source.USBLS source.BJS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.WEMF source.DATAGOVE source.DODIS
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459
## source.FPPAEDAGOGIK source.MODE source.SILC
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.DATABASEMUSEUM source.IMSLP source.INETARCHIVE
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.EFD source.WEBSITE source.EFS source.LAVATER
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 0.0001 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.BAG source.FLICKR source.NOTES source.INTERVIEW
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.HANDRIT source.DZHW source.SGG source.HETSL
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.HSZK source.SPIN source.GBD source.MARPOR
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.STUTEXT source.STAPF source.STUDPLANTI
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 0.0459 1.0000 1.0000
## source.THESES source.WBDATA source.SSRN source.PRIO
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GDELT source.EINKIK source.DATAJOURNAL source.VDEM
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 0.0001
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 0.0459
## source.SSLS source.IMPUS source.EPERIODICA source.EHA
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.MEDIAPULSE source.CESAR source.RECORD source.CMVW
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.SECO source.TWITTER source.GIS source.KAGGLE
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.GETTY source.ACAD source.DGD source.TARKI
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.FHS source.DOC source.QJE source.HLS source.WVS
## purpose.integration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000 0.2693
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000 1.0000
## source.INTORG source.AVAM source.GEMEINDEFORSCHUNG
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.UNKNOWN source.DAB source.NETMETRIX source.THDS
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.ANFP source.NSD source.LIBCON source.RISM
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.CSURF source.SAGA source.HSSO
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
## source.SUCHTMONITORING source.LFE source.DATABASE
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 0.0459
## source.MEGUID source.CHES source.PYS source.REG
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 0.0001 0.0001 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 0.0459 1.0000 1.0000
## source.SMASH02 source.HBSC source.DVD source.SNC
## purpose.integration 1.0000 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000 0.0001
## purpose.inspiration 1.0000 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000 1.0000
## source.JOBADS source.TAX source.VS
## purpose.integration 1.0000 1.0000 1.0000
## purpose.teaching 1.0000 1.0000 1.0000
## purpose.other 1.0000 1.0000 1.0000
## purpose.inspiration 1.0000 1.0000 1.0000
## purpose.verification 1.0000 1.0000 1.0000
## purpose.replication 1.0000 1.0000 1.0000
##
## [1] "criteria x kind"
## Test for Simultaneous Pairwise Marginal Independence (SPMI)
##
## Unadjusted Pearson Chi-Square Tests for Independence:
## X^2_S = 193.39
## X^2_S.ij =
## kind.publications kind.digital_artefacts
## criteria.metadata 6.07 10.46
## criteria.materials 3.98 1.77
## criteria.data_quality 1.24 2.52
## criteria.raw_data 6.41 2.79
## criteria.usability 3.05 1.10
## criteria.access 2.76 4.59
## criteria.license 6.32 13.15
## criteria.trust_source 9.29 4.24
## kind.numerical_data kind.surveys kind.other
## criteria.metadata 2.80 3.97 3.94
## criteria.materials 9.46 5.77 3.19
## criteria.data_quality 22.78 1.29 0.00
## criteria.raw_data 11.14 8.84 3.19
## criteria.usability 3.45 0.48 1.26
## criteria.access 2.20 2.96 0.49
## criteria.license 1.55 0.61 0.37
## criteria.trust_source 9.45 14.31 0.15
##
## Bonferroni Adjusted Results:
## p.adj = 0.0001
## p.ij.adj =
## kind.publications kind.digital_artefacts
## criteria.metadata 0.5499 0.0489
## criteria.materials 1.0000 1.0000
## criteria.data_quality 1.0000 1.0000
## criteria.raw_data 0.4529 1.0000
## criteria.usability 1.0000 1.0000
## criteria.access 1.0000 1.0000
## criteria.license 0.4763 0.0115
## criteria.trust_source 0.0921 1.0000
## kind.numerical_data kind.surveys kind.other
## criteria.metadata 1.0000 1.0000 1.0000
## criteria.materials 0.0839 0.6533 1.0000
## criteria.data_quality 0.0001 1.0000 1.0000
## criteria.raw_data 0.0338 0.1179 1.0000
## criteria.usability 1.0000 1.0000 1.0000
## criteria.access 1.0000 1.0000 1.0000
## criteria.license 1.0000 1.0000 1.0000
## criteria.trust_source 0.0843 0.0062 1.0000
if (params$perform_all_tests) {
lapply(ps, function(x){
m <- !grepl("source", x$var2, fixed = TRUE) | x$var2 %in% paste0("source.", str_to_lower(relevant_sources))
x <- x[m,]
x %>% filter(p < 0.05) #%>% filter(!str_detect(var1, "^source") | var1 %in% relevant_sources)
}) %>% bind_rows() %>% writexl::write_xlsx("results/mrcv_bon.xlsx")
} else {
res <- single_res$res
res_bon <- res$bon$X.sq.S.ij.p.bon
m <- res_bon < 0.05
as_tibble(res_bon, rownames = "var1") %>% gather(key="var2", value="p", -var1) %>%
# filter(var2 %in% paste0("source.", str_to_lower(relevant_sources))) %>%
filter(p < 0.05) %>% writexl::write_xlsx("results/mrcv_bon_" %+% var1 %+% "-" %+% var2 %+% ".xlsx")
}
The results (console output) is stored as text file here (results/mrcv_bon_results.txt)